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      <image:title>2015 - Asian economic analysis will start at the first quarter in 2015.  TOSHI STATS will use machine learning for  economic analysis !</image:title>
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      <image:title>News - Toshi Stats introduces "Agent Development Kit" to develop multi-agent systems - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Happy New Year 2025 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.toshistats.net/news-1/2023/9/30/we-had-a-seminar-about-llm-at-one-of-the-best-tech-university-in-japan</loc>
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      <image:title>News - We had a seminar about LLM at one of the best institutes of technology in Japan! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.toshistats.net/news-1/2023/5/6/toshi-stats-intoduces-langchain-as-our-base-library-to-develop-cross-lingual-intelligence</loc>
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      <image:title>News - Toshi Stats introduces "LangChain" as our base library to develop cross-lingual intelligence! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.toshistats.net/news-1/2022/12/31/happy-new-year-from-tokyo-we-are-going-to-generate-models-in-2023</loc>
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      <image:title>News - Happy new year from Tokyo! We are going to develop generative models of computer vision and NLP in 2023. - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.toshistats.net/news-1/2022/12/31/toshi-stats-officially-opens-digital-art-lab-to-enhance-the-technologies-to-generate-digital-arts</loc>
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      <image:title>News - Toshi Stats officially opens "DIGITAL ART LAB" to enhance the technologies to generate digital arts! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.toshistats.net/news-1/2022/6/19/toshi-stats-officially-introduces-jax-as-the-language-for-new-deep-learning-models</loc>
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      <image:title>News - ToshiStats officially introduces "JAX" as the language to develop new deep learning models! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>News - Happy new year from Tokyo, Japan - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://www.toshistats.net/news-1/2021/12/18/we-focus-on-the-research-of-graph-neural-networks-in-2022</loc>
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    <lastmod>2023-01-27</lastmod>
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      <image:title>News - ToshiStats focuses on the research of "Graph Neural Networks" in 2022! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://www.toshistats.net/news-1/2021/8/2/digital-arts-by-computer-vision-techonology</loc>
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    <lastmod>2021-08-02</lastmod>
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      <image:title>News - Digital arts by computer vision techonology - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://www.toshistats.net/news-1/2021/6/26/toshi-stats-introduces-cirq-as-primary-library-to-perform-quantum-computing</loc>
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    <lastmod>2023-01-27</lastmod>
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      <image:title>News - ToshiStats introduces "Cirq" as primary library to perform quantum computing - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://www.toshistats.net/news-1/2021/6/15/toshi-stats-is-going-to-digital-art-by-artificial-intelligence-stay-tuend</loc>
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    <lastmod>2023-01-27</lastmod>
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      <image:title>News - ToshiStats is going to "Digital arts" by artificial intelligence. Stay tuned! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.toshistats.net/news-1/2021/5/14/toshi-stats-introduces-shap-to-promte-explainable-ai</loc>
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    <lastmod>2023-01-27</lastmod>
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      <image:title>News - ToshiStats introduces SHAP to promote explainable AI - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://www.toshistats.net/news-1/2021/3/29/sakuta-greetings-from-tokyo-japan</loc>
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    <lastmod>2023-01-27</lastmod>
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      <image:title>News - Sakura greetings from Tokyo, Japan!</image:title>
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  <url>
    <loc>https://www.toshistats.net/news-1/2021/1/2/let-us-start-quantum-machine-learning-to-accerarate-development-of-ai</loc>
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    <lastmod>2021-01-02</lastmod>
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      <image:title>News - Let us start "Quantum Machine Learning" to accelerate development of AI!</image:title>
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  <url>
    <loc>https://www.toshistats.net/news-1/2020/12/31/happy-new-year-2021</loc>
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    <lastmod>2020-12-31</lastmod>
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      <image:title>News - Happy new year 2021!</image:title>
      <image:caption>Thanks for your cooperation last year!</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/news-1/2020/5/1/toshistats-coltd-is-selected-as-top10-of-cognitive-tech-company-by-apac-ciooutlook</loc>
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    <lastmod>2020-04-30</lastmod>
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      <image:title>News - ToshiStats Co.,ltd is selected as "Top10 of Cognitive Tech company" by APAC CIOoutlook</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/news-1/2020/4/17/toshistats-starts-challenge-1000-with-ai-to-be-ready-for-the-new-era-</loc>
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    <priority>0.5</priority>
    <lastmod>2020-04-17</lastmod>
    <image:image>
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      <image:title>News - ToshiStats starts “Challenge 1000 with AI”​ to be ready for the new era !</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/news-1/2019/10/5/toshistats-develop-the-first-cross-lingual-system</loc>
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    <priority>0.5</priority>
    <lastmod>2023-01-27</lastmod>
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      <image:title>News - ToshiStats developed the first cross-lingual system!</image:title>
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  </url>
  <url>
    <loc>https://www.toshistats.net/news-1/2019/3/31/toshi-stats-starts-nlp-project-with-bert-to-enhance-machine-intelligence-1</loc>
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    <lastmod>2023-01-27</lastmod>
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      <image:title>News - TOSHI STATS starts NLP project by “BERT” to enhance Machine intelligence</image:title>
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  <url>
    <loc>https://www.toshistats.net/news-1/2019/1/5/happy-new-year-2019-for-all-of-you-i-am-very-excited-when-i-consider-what-happens-in-ai-this-year</loc>
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    <lastmod>2019-01-05</lastmod>
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      <image:title>News - Happy New year 2019 for all of you!   I am very excited when I consider what happens in AI this year.</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/news-1/2018/7/31/this-is-the-first-result-from-our-ai-lab-it-has-huge-potential-to-apply-many-applications</loc>
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    <lastmod>2018-08-01</lastmod>
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      <image:title>News - This is the first result from our AI LAB.  It has huge potential to apply many applications in near future!</image:title>
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      <image:title>Blog - Many-Shot In-Context Learning: The Game Changer of the Long-Context AI Era - Make it stand out</image:title>
      <image:caption>Many-Shot samples</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/d5d4eb52-ff7c-4d9e-8279-3867cbfb6340/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-03-13+21.38.41.png</image:loc>
      <image:title>Blog - Many-Shot In-Context Learning: The Game Changer of the Long-Context AI Era - Make it stand out</image:title>
      <image:caption>Many-Shot accuracy</image:caption>
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      <image:title>Blog - Many-Shot In-Context Learning: The Game Changer of the Long-Context AI Era - Make it stand out</image:title>
      <image:caption>Root cause analysis</image:caption>
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  </url>
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    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-08</lastmod>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
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      <image:title>Blog - Which AI Model Should You Use Daily? Why Gemini 3.1 Flash-Lite is the Top Choice! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Which AI Model Should You Use Daily? Why Gemini 3.1 Flash-Lite is the Top Choice! - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　Comparison with Rival AI Models</image:caption>
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      <image:title>Blog - Which AI Model Should You Use Daily? Why Gemini 3.1 Flash-Lite is the Top Choice! - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　Leaderboard Standings</image:caption>
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      <image:title>Blog - Which AI Model Should You Use Daily? Why Gemini 3.1 Flash-Lite is the Top Choice! - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　Banking Complaint Data</image:caption>
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      <image:title>Blog - Which AI Model Should You Use Daily? Why Gemini 3.1 Flash-Lite is the Top Choice! - Make it stand out</image:title>
      <image:caption>The Prompt</image:caption>
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    <image:image>
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      <image:title>Blog - Which AI Model Should You Use Daily? Why Gemini 3.1 Flash-Lite is the Top Choice! - Make it stand out</image:title>
      <image:caption>Task Accuracy Results</image:caption>
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  </url>
  <url>
    <loc>https://www.toshistats.net/blog/2026/2/28/the-rise-of-the-ai-strategist-can-agents-master-corporate-strategy</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-01</lastmod>
    <image:image>
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      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　Five Forces Analysis</image:caption>
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    <image:image>
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      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　　Claude Code</image:caption>
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    <image:image>
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      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　Strategic Analysis Multi-Agent System</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/be60bbbb-90e4-464e-86d4-38e56973334a/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-28+13.20.54.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　　Seven AI Agents</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/3405dc65-c8de-4d99-82cc-daf6d0d7a07f/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-28+13.21.15.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/c0a97f52-f3ac-439e-8577-40b1e72400e6/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-28+13.23.57.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/de50ade9-58d1-46e3-9cb5-5e92b17b3285/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-28+13.24.13.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/0dbf897c-d5a4-4ab9-8bcd-729849e1fa08/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-28+13.24.32.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/bbfa0315-25f6-4254-abe9-08d3a4f2f9d6/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-28+13.25.34.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/9f0d0877-490b-42cf-a2bc-cd73dfffe1e4/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-28+13.25.48.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/50474f18-be85-4f4e-98f3-86ba23d9ce59/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-03-01+10.44.17.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>Structure of the analysis Report</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/8a34e665-19f5-4cef-9ba1-fa3e46bc7f72/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-28+19.42.21.png</image:loc>
      <image:title>Blog - The Rise of the AI Strategist: Can AI Agents Master Corporate Strategy? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　notice : This is for educational purpose only</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/blog/2026/2/18/predicting-loan-payback-through-agent-skills-the-new-standard-for-enterprise-ai</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-21</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/364d60ef-4cbd-4436-bcdb-74a734237341/Whisk_bbd9b03ae565740b8494cb4d25647089dr.jpeg</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/a7b04066-136f-494f-bc2a-b714752f0613/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-18+17.18.03.png</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>‍　　‍　　　　　　　　　　　Claude Cowork</image:caption>
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    <image:image>
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      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>　　　　　　　　　skill.md 1</image:caption>
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      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　skill.md 2</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/19ab2cb9-3e11-4275-9c74-4197004b08f3/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-19+9.23.59.png</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>Claude Code</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/c0eefd8e-ec8e-488e-b71e-9ae9e87c4e18/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-19+15.21.45.png</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>Kaggle leaderboard</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/9a37ddc2-3c95-47c2-bed6-c095d22b56e7/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-19+15.34.01.png</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>new features based on ratios</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1687748d-33bc-4be8-a0e9-0ce185454e09/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-19+16.09.00.png</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>prediction for an individual customer</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/38404c39-6663-4fc4-bb7d-16d3f9250e2f/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-19+15.58.56.png</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>‍ SHAP analysis for a customer</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/60c000e5-59a3-4b74-8a51-f95b491f7f61/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-19+15.51.29.png</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>‍ SHAP analysis for all customers</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/8ff9816f-e972-4561-aacc-2963691c4c0b/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-19+15.47.59.png</image:loc>
      <image:title>Blog - Predicting Loan Payback through "Agent Skills": The New Standard for Enterprise AI - Make it stand out</image:title>
      <image:caption>‍ ‍ Feature-wise SHAP Analysis</image:caption>
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  </url>
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    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-15</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/65733a48-8b01-4da4-adc4-8f3da8b79881/Whisk_be360bd522573f794ef4754e1e21ecc2dr.jpeg</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/4b2deca3-7a10-4d16-96ec-1d363aa32b01/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-13+11.46.05.png</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>Kaggle competition regarding automobile insurance cross-selling</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/c6abefd8-38ea-4298-af03-245a6746b631/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-14+18.25.29.png</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>Kaggle leaderboard</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/00cca267-6bca-46be-acf0-4ad1fcc19ffe/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-14+20.20.54.png</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>customer predicted to be success</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/edad1880-a765-4e4c-8ca0-724bc85368e0/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-14+20.21.39.png</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>feature contribution</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/e44e6284-4f27-4cd7-b6fa-4145581b5209/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-14+20.24.20.png</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>customer predicted to fail</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/b1a53b61-dda5-4904-bedd-566232999ff8/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-14+20.24.50.png</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>feature contribution</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/ab1f9915-8f92-4277-8054-75c99c16b796/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-14+20.26.43.png</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/ea762d07-796a-4711-807e-73ec0ee5a0f8/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-14+20.27.35.png</image:loc>
      <image:title>Blog - From Zero to Production: How Opus 4.6 Agentic Coding Revolutionizes Insurance Analytics - Make it stand out</image:title>
      <image:caption>probability distribution</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/blog/2026/2/7/mind-blowing-performance-building-a-bank-churn-prediction-model-using-claude-opus-46</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-21</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/85f45654-82a4-484e-b031-fd7a7652b933/Whisk_4eff35d1a5a179c99794409052992b32dr.jpeg</image:loc>
      <image:title>Blog - Mind-Blowing Performance: Building a Bank Churn Prediction Model using Claude Opus 4.6 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/bf8fe142-ed90-4c78-b065-7f91d102406e/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-07+19.31.33.png</image:loc>
      <image:title>Blog - Mind-Blowing Performance: Building a Bank Churn Prediction Model using Claude Opus 4.6 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/4b8c7f2a-4b39-41e9-8ecb-8758b9b50ec2/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-07+18.20.18.png</image:loc>
      <image:title>Blog - Mind-Blowing Performance: Building a Bank Churn Prediction Model using Claude Opus 4.6 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/2a3ae47d-370b-4be2-a7ba-0603a054c2d2/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-07+17.29.43.png</image:loc>
      <image:title>Blog - Mind-Blowing Performance: Building a Bank Churn Prediction Model using Claude Opus 4.6 - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　Example: Predicted Non-Churner</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/bc1e72ad-f014-48f3-ab8b-90694976ddca/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-07+17.30.03.png</image:loc>
      <image:title>Blog - Mind-Blowing Performance: Building a Bank Churn Prediction Model using Claude Opus 4.6 - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　Example: Predicted Churner</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/142383e0-c7ec-4d1e-a60b-5c927e4bf585/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-07+17.31.17.png</image:loc>
      <image:title>Blog - Mind-Blowing Performance: Building a Bank Churn Prediction Model using Claude Opus 4.6 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/d2b53725-0ae8-4431-88e5-ada291a99d4c/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-07+17.31.59.png</image:loc>
      <image:title>Blog - Mind-Blowing Performance: Building a Bank Churn Prediction Model using Claude Opus 4.6 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/a62ea749-ff6b-4cd1-9e75-3c19e4772e75/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-02-07+17.32.44.png</image:loc>
      <image:title>Blog - Mind-Blowing Performance: Building a Bank Churn Prediction Model using Claude Opus 4.6 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/blog/2026/1/31/agi-in-2-years-or-5-years-survival-strategies-for-2030</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-01</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/889d5f1d-0fae-4efb-abc9-e32a7ed7d942/Whisk_d6b1d48e0c4ef45b6954d179fdf0dd46dr.jpeg</image:loc>
      <image:title>Blog - AGI in 2 Years or 5 Years? — Survival Strategies for 2030 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/794718bd-9523-4da1-a420-c10177675169/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-31+21.26.28.png</image:loc>
      <image:title>Blog - AGI in 2 Years or 5 Years? — Survival Strategies for 2030 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/99ec46e1-2b2d-4d0b-a326-0f09ebef6906/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-31+21.27.24.png</image:loc>
      <image:title>Blog - AGI in 2 Years or 5 Years? — Survival Strategies for 2030 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/blog/2026/1/16/is-agent-based-coding-viable-for-kaggle-competitions</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-01-16</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/9d365225-b849-4ba3-a1ad-3024047457a6/Whisk_bf78c991af3ea2f9a564a3dda75400bedr.jpeg</image:loc>
      <image:title>Blog - Is agentic coding viable for Kaggle competitions? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/9f33199a-4246-4e67-b9a8-25ccbed80c82/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-16+11.19.24.png</image:loc>
      <image:title>Blog - Is agentic coding viable for Kaggle competitions? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/b9a6eb1f-aa11-4283-9995-85e04deaaa9d/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-16+9.07.37.png</image:loc>
      <image:title>Blog - Is agentic coding viable for Kaggle competitions? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　Part of the Product Requirement Document</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/773a79cf-501a-4fd3-8f58-730fcddf90d9/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-16+8.58.20.png</image:loc>
      <image:title>Blog - Is agentic coding viable for Kaggle competitions? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　New feature creation plan by the AI Agent</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/31842fd9-c2cd-42c3-b0b1-a407273f3023/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-16+12.49.55.png</image:loc>
      <image:title>Blog - Is agentic coding viable for Kaggle competitions? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　Part of the new features actually created by the AI Agent</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/f69d3654-9a9a-4805-8aa1-453816bf9382/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-16+15.18.23.png</image:loc>
      <image:title>Blog - Is agentic coding viable for Kaggle competitions? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　Evaluation results on Kaggle</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/blog/2026/1/9/claudecode-opus-45-arrives-as-the-2026-game-changer</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-01-10</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/193e8307-eb9a-46a1-b969-fae9cc415e3c/Whisk_a8b5a11ce9512bca11440b2dd2f98bb1dr.jpeg</image:loc>
      <image:title>Blog - "ClaudeCode + Opus 4.5" Arrives as the 2026 Game Changer ! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/47d1b6ed-f7ef-4796-b8cc-df7b565537c5/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-09+15.20.39.png</image:loc>
      <image:title>Blog - "ClaudeCode + Opus 4.5" Arrives as the 2026 Game Changer ! - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　ClaudeCode</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/04370f00-b415-4f4e-adec-7d2a87fd8b00/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-09+15.36.33.png</image:loc>
      <image:title>Blog - "ClaudeCode + Opus 4.5" Arrives as the 2026 Game Changer ! - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　Implementation Plan</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/a77308c4-af47-4a23-b076-e874ff68f00a/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-09+15.15.15.png</image:loc>
      <image:title>Blog - "ClaudeCode + Opus 4.5" Arrives as the 2026 Game Changer ! - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　　Input Screen</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/2104e1b3-5be3-405c-92b1-66bb235cfb1a/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-08+22.34.30.png</image:loc>
      <image:title>Blog - "ClaudeCode + Opus 4.5" Arrives as the 2026 Game Changer ! - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　Default Probability 1</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/66a4c17e-6152-435f-b6e9-c62863c3d46c/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-09+15.10.32.png</image:loc>
      <image:title>Blog - "ClaudeCode + Opus 4.5" Arrives as the 2026 Game Changer ! - Make it stand out</image:title>
      <image:caption>‍　　　　　　　　　　　　　　　　　‍Default Probability 2</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/dff372b5-b28f-479d-9e07-c21a2bf875b6/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-08+22.26.16.png</image:loc>
      <image:title>Blog - "ClaudeCode + Opus 4.5" Arrives as the 2026 Game Changer ! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/057a7811-02a6-4374-bba2-c5f2b47c9086/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-08+22.26.36.png</image:loc>
      <image:title>Blog - "ClaudeCode + Opus 4.5" Arrives as the 2026 Game Changer ! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/blog/2026/1/2/what-awaits-us-in-2026-bold-predictions-for-ai-agents-amp-machine-learning</loc>
    <changefreq>monthly</changefreq>
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      <image:title>Blog - What Awaits Us in 2026? Bold Predictions for AI Agents &amp;amp; Machine Learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/0e86d772-a8c4-4452-8029-e2b29449546e/Gemini_Generated_Image_k3hhcak3hhcak3hh.png</image:loc>
      <image:title>Blog - What Awaits Us in 2026? Bold Predictions for AI Agents &amp;amp; Machine Learning - Make it stand out</image:title>
      <image:caption>"明けましておめでとう 2026" (Happy New Year 2026)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/ea8776a9-48b3-460d-bd55-bbbf96b84c6a/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-02+8.08.43.png</image:loc>
      <image:title>Blog - What Awaits Us in 2026? Bold Predictions for AI Agents &amp;amp; Machine Learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/03c5b64d-8c57-4037-97ac-6163f799f970/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2026-01-02+8.09.41.png</image:loc>
      <image:title>Blog - What Awaits Us in 2026? Bold Predictions for AI Agents &amp;amp; Machine Learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <loc>https://www.toshistats.net/blog/2025/12/25/1sg3p8w9vg5gq9tai0yvp68qtl6gcm</loc>
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      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/6e6748d2-978a-4d34-82a7-8a2c4fa3f5fd/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-21+17.14.37.png</image:loc>
      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/efae3129-b991-401a-94e2-0b100dc9d8ab/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-21+11.00.33.png</image:loc>
      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/94481126-0e20-421b-be5d-ca3135f06db3/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-21+11.04.07.png</image:loc>
      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/68e79e6a-d7a8-4774-80eb-06b7c3274aac/fredgraph+%281%29.png</image:loc>
      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>labor force population</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/a60b4d7b-0961-4baa-9955-afe95202f820/fredgraph.png</image:loc>
      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>unemployment rate</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/db2aba0d-35c8-468d-849d-bd0cc5732648/%E8%B3%83%E9%87%91.png</image:loc>
      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　Manufacturing Sector hourly wages</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/4cb4b749-9bed-4b68-afc0-3c626effd6f7/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-25+10.08.38.png</image:loc>
      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/53d15caa-46dd-4c57-bdd5-a234a7055aac/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-25+10.08.58.png</image:loc>
      <image:title>Blog - Gemini 3 Flash: The Multi-modal Powerhouse Dominating the 2026 AI Scene! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
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    <lastmod>2025-12-18</lastmod>
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      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/be3decd3-452d-41bd-9b12-265a4e227477/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+10.18.10.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/0153f129-0938-47fb-b3e6-bf96edee57c2/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+9.10.22.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/426cc3f9-5b79-41b5-98bc-548d2f97f200/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+9.10.57.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/87ee8620-5419-46bf-84a5-8301ccf1b157/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+9.11.45.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/a1ee638c-3385-4525-af93-a6d636cd4feb/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+9.14.12.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/a429b60a-5568-45a0-9284-27296d51579b/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+21.49.35.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/f33f84e3-bd8b-4441-8004-8ccdd01cce8a/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+21.49.45.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/02ea2a30-b5ef-4e2a-bf6e-31b37025c596/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+21.50.05.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/2e0ed016-088a-44e7-af19-9ec1f9378818/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-17+21.50.24.png</image:loc>
      <image:title>Blog - Improving ML Vibe Coding Accuracy: Hands-on with Claude Code's Plan Mode - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.toshistats.net/blog/2025/12/7/can-you-vibe-code-machine-learning-i-tried-it-and-built-an-app</loc>
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    <lastmod>2025-12-10</lastmod>
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      <image:title>Blog - Can You "Vibe Code" Machine Learning? I Tried It and Built an App - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/2358eb16-d761-4efa-a4a8-590921d1daa9/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-07+11.47.25.png</image:loc>
      <image:title>Blog - Can You "Vibe Code" Machine Learning? I Tried It and Built an App - Make it stand out</image:title>
      <image:caption>Gemini CLI</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Can You "Vibe Code" Machine Learning? I Tried It and Built an App - Make it stand out</image:title>
      <image:caption>PRD</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/0032df0e-54e8-4197-b097-4b838cd809b7/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-04+23.59.36.png</image:loc>
      <image:title>Blog - Can You "Vibe Code" Machine Learning? I Tried It and Built an App - Make it stand out</image:title>
      <image:caption>PROJECT_SUMMARY.md</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/54bf1a83-caf9-45d5-aef9-4fe5d8f29fd0/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-04+20.56.59.png</image:loc>
      <image:title>Blog - Can You "Vibe Code" Machine Learning? I Tried It and Built an App - Make it stand out</image:title>
      <image:caption>PRD-pdapp.md</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/0afbcde3-e5a4-4856-af31-413cab2e2afe/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-04+23.25.05.png</image:loc>
      <image:title>Blog - Can You "Vibe Code" Machine Learning? I Tried It and Built an App - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/bd4fc4ed-43f7-4895-a2b1-55341b0fbba6/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-12-04+23.25.35.png</image:loc>
      <image:title>Blog - Can You "Vibe Code" Machine Learning? I Tried It and Built an App - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
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    <lastmod>2025-12-05</lastmod>
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      <image:title>Blog - The OpenAI Code Red: What’s Next for the Generative AI Market? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
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      <image:title>Blog - The OpenAI Code Red: What’s Next for the Generative AI Market? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　　　　　　Leaderboard</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/32c09c49-1f02-4459-9375-d0a86ea3da03/Gemini_Generated_Image_sjv9vcsjv9vcsjv9.png</image:loc>
      <image:title>Blog - The OpenAI Code Red: What’s Next for the Generative AI Market? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　Image generated by Nano Banana Pro</image:caption>
    </image:image>
  </url>
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    <loc>https://www.toshistats.net/blog/2025/11/28/game-changer-how-nano-banana-pro-is-redefining-digital-marketing</loc>
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    <lastmod>2025-11-28</lastmod>
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      <image:title>Blog - Game Changer: How Nano Banana Pro is Redefining Digital Marketing! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/61745610-2a99-488a-87c3-429c91614fa5/Pica-picfaceswap-20250824142436.png</image:loc>
      <image:title>Blog - Game Changer: How Nano Banana Pro is Redefining Digital Marketing! - Make it stand out</image:title>
      <image:caption>Original Image</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://www.toshistats.net/blog/2025/9/8/unlocking-sales-forecasts-can-gpt-5-reveal-the-most-important-data</loc>
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      <image:title>Blog - Unlocking Sales Forecasts: Can GPT-5 Reveal the Most Important Data? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/cc9e54d5-7153-4a40-8828-e29a5b22c2f0/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-09-08+15.04.37.png</image:loc>
      <image:title>Blog - Unlocking Sales Forecasts: Can GPT-5 Reveal the Most Important Data? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　　　　　　　Sticker sales data</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Unlocking Sales Forecasts: Can GPT-5 Reveal the Most Important Data? - Make it stand out</image:title>
      <image:caption>　　　　　data &amp; prompt</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/864620fc-1d4d-423b-89f5-95a20009bc11/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-09-08+15.05.58.png</image:loc>
      <image:title>Blog - Unlocking Sales Forecasts: Can GPT-5 Reveal the Most Important Data? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　GPT-5's code for building the prediction model</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/85246b1b-2784-4b88-b85c-8f6d097adae1/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-09-08+15.06.35.png</image:loc>
      <image:title>Blog - Unlocking Sales Forecasts: Can GPT-5 Reveal the Most Important Data? - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　　　feature importance ranking</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/cf94c887-48a0-4d15-9c71-92bfb422c89a/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-08-31+12.38.09.png</image:loc>
      <image:title>Blog - How to Turn GPT-5 into a Pro Marketing Analyst with AI Agents！ - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　Global Sticker Sales Records</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/8552800c-62ef-421b-bc38-c0c609d75db8/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88+2025-08-31+12.34.47.png</image:loc>
      <image:title>Blog - How to Turn GPT-5 into a Pro Marketing Analyst with AI Agents！ - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　　Metaprompt</image:caption>
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    <image:image>
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      <image:title>Blog - How to Turn GPT-5 into a Pro Marketing Analyst with AI Agents！ - Make it stand out</image:title>
      <image:caption>　　　　　　　　　　　　　　　　　　　Final Prompt</image:caption>
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    <image:image>
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      <image:title>Blog - How to Turn GPT-5 into a Pro Marketing Analyst with AI Agents！ - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - How to Turn GPT-5 into a Pro Marketing Analyst with AI Agents！ - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <image:image>
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      <image:title>Blog - How to Turn GPT-5 into a Pro Marketing Analyst with AI Agents！ - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Unexpected Weakness Revealed! What Happened When I Tried Image Analysis with the New "GPT-5" Generative AI from OpenAI - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Unexpected Weakness Revealed! What Happened When I Tried Image Analysis with the New "GPT-5" Generative AI from OpenAI - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Unexpected Weakness Revealed! What Happened When I Tried Image Analysis with the New "GPT-5" Generative AI from OpenAI - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Prompt Optimization: The Secret to Building Better AI Agents? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Prompt Optimization: The Secret to Building Better AI Agents? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Prompt Optimization: The Secret to Building Better AI Agents? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - Back to object detection after a break! Generative AI shows no signs of slowing down - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - I tried creating and implementing an AI app with no-code on Google AI Studio, and it was amazing! - Make it stand out</image:title>
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      <image:title>Blog - The Cutting Edge of Prompt Engineering: A Look at Silicon Valley Startup - Make it stand out</image:title>
      <image:caption>structures of prompts</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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    <priority>0.5</priority>
    <lastmod>2025-01-28</lastmod>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>　　　　　　　　　"Top 10 customers most likely to be successfully marketed to"</image:caption>
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  </url>
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    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
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      <image:title>Blog - I tried using the new AI agent framework "smolagents". The code is simple and easy to use, and I recommend it for AI agent beginners! - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>Blog - I tried using the new AI agent framework "smolagents". The code is simple and easy to use, and I recommend it for AI agent beginners! - Make it stand out</image:title>
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      <image:caption>o1-preview's explanation of code modification</image:caption>
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    <lastmod>2024-10-16</lastmod>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1423207249290-5YN1XLO8E972JDLB6T6E/State+of+acomplishment.png</image:loc>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1437794470314-IVW5K584ZQEMFGA66KYW/work-731198_1280.jpg</image:loc>
      <image:title>Deep Reinforcement learning</image:title>
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    <image:image>
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      <image:title>Deep Reinforcement learning</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1519632690653-EEWECSXKHBWYD5YMGOS8/Create+Machine+intelligence+for+digital+transformation+TOSHISTATS20180201.png</image:loc>
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    <image:image>
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    <image:image>
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      <image:title>RNN&amp;LSTM</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1437894181365-Q4L6C8F1Y5VO6DL5Q1HY/image-asset.png</image:loc>
      <image:title>RNN&amp;LSTM</image:title>
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    <image:image>
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      <image:caption>LSTM structure i:input gate, f:forget gate, o:output gate, c:memory cell</image:caption>
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      <image:title>Recommendation engine</image:title>
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      <image:title>101-2 : Linear regression</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1444041449949-QBF8EAB9P819MMJMPEEF/image-asset.png</image:loc>
      <image:title>101-2 : Linear regression</image:title>
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    <image:image>
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      <image:title>101-2 : Linear regression</image:title>
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      <image:title>101-4 : Logistic regression</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1443842127286-DZNXIQ5C5JY0TMOYV0MG/image-asset.jpeg</image:loc>
      <image:title>101-4 : Logistic regression</image:title>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1443876276287-PPNAT1E65HXW3ZPB9BPF/image-asset.png</image:loc>
      <image:title>101-4 : Logistic regression</image:title>
      <image:caption>Formulars of "Logistic regression model"</image:caption>
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    <image:image>
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      <image:title>101-4 : Logistic regression</image:title>
      <image:caption>"Target and features" of each customer</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1443892054798-G2H85XEFOWAL9UNIJB2G/image-asset.png</image:loc>
      <image:title>101-4 : Logistic regression</image:title>
      <image:caption>Steeve’s case</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1443892148804-YMFZJWBDXADS47E0MINC/image-asset.png</image:loc>
      <image:title>101-4 : Logistic regression</image:title>
      <image:caption>Hanna’s case</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1443880439561-NCY119B2008DDJW1374P/datapdd.001.png</image:loc>
      <image:title>101-4 : Logistic regression</image:title>
      <image:caption>Calculations for "probability of default" of each customer</image:caption>
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      <image:title>101-3 : Linear regression with R</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1444041326028-02P7T1M7C3V9YE5AXE7G/Linear.001.png</image:loc>
      <image:title>101-3 : Linear regression with R</image:title>
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    <image:image>
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      <image:title>101-3 : Linear regression with R</image:title>
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    <image:image>
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      <image:title>101-3 : Linear regression with R</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1441851999142-J6F0JH69Q3P91FB02E1G/wineplot.png</image:loc>
      <image:title>101-3 : Linear regression with R</image:title>
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      <image:title>101-5 : Logistic regression with R</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1445005148440-ABK4CLFAYNVNQZY373SN/image-asset.jpeg</image:loc>
      <image:title>101-5 : Logistic regression with R</image:title>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1445005297656-PF045G4YYPFSIWUWOQNR/image-asset.png</image:loc>
      <image:title>101-5 : Logistic regression with R</image:title>
      <image:caption>Formulars of "Logistic regression model"</image:caption>
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    <image:image>
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      <image:title>101-5 : Logistic regression with R</image:title>
      <image:caption>Data collected to obtain the parameters</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1443862925417-J3VL7YKCBH8BYWW04WCZ/image-asset.png</image:loc>
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      <image:caption>　　　　　 R Script to obtain the parameters</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1443864288097-ZLFVGCM2RH4BSAU130B6/image-asset.png</image:loc>
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      <image:caption>　　　The parameters and other metrics obtained by R</image:caption>
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    <image:image>
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      <image:caption>　　　R Script to obtain predictions of probability of default and the result</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1445129717651-UA8ZI9U3DBU99484MJ8Q/image-asset.png</image:loc>
      <image:title>101-5 : Logistic regression with R</image:title>
      <image:caption>　　　　　　　　　　Calculations for "probability of default" of each customer</image:caption>
    </image:image>
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  <url>
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      <image:title>101-6: Summary</image:title>
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  <url>
    <loc>https://www.toshistats.net/deep-learning-project-1</loc>
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    <lastmod>2016-01-11</lastmod>
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    <loc>https://www.toshistats.net/everything-digital</loc>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1469357251650-NR1MZSBW22IG9S3JW2TJ/mobile-phone-1419274_640.jpg</image:loc>
      <image:title>Everything digital</image:title>
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  <url>
    <loc>https://www.toshistats.net/what-is-deep-learning-1</loc>
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    <lastmod>2019-05-11</lastmod>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1437626981521-LELCURQ88EXXJ37Z2C5N/work-731198_1280.jpg</image:loc>
      <image:title>What is deep learning?</image:title>
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  <url>
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      <image:title>What is deep learning?</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1460188326154-X7RSCEULDJGXESUJPPFS/image-asset.png</image:loc>
      <image:title>What is deep learning?</image:title>
      <image:caption>From presentations by Arno Candel, PhD, Chief architect in H2O . ai</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/1460188447960-JHLZYT6Q3SWEILCXTP7T/image-asset.png</image:loc>
      <image:title>What is deep learning?</image:title>
      <image:caption>From presentations by Arno Candel, PhD, Chief architect in H2O. a i</image:caption>
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    <loc>https://www.toshistats.net/new-page-3</loc>
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    <loc>https://www.toshistats.net/computer-vision</loc>
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    <lastmod>2023-01-16</lastmod>
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      <image:title>Computer vision</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5311d312e4b0c02736de9f67/577393ab-3647-489f-9250-bf0ff2e30400/%E3%83%80%E3%82%A6%E3%83%B3%E3%83%AD%E3%83%BC%E3%83%89+%2812%29.jpeg</image:loc>
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