Welcome to Rajesh Sampathkumar‘s blog on AI!
I’ve spent over two decades in the industry and have worked in Data and AI since 2015 as a technical leader and most recently as a senior AI leader. I’ve worked on taking ideas to product in data science and built scalable, impactful solutions spanning data engineering, ML engineering, MLOps and language models.
This blog is a compendium of thoughts, ideas, frameworks and tools for thinking about AI and making sense of it all.
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Animated Sample Statistics – Revisited with ChatGPT
Many years ago, I put together a simple visualization on this blog that illustrated the variability inherent in sampling and the statistics… Read more
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Implementing Semantic Search
Background Search has been considered one of the capabilities within artificial intelligence for as long as the field has existed. While the… Read more
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Developing LLM Powered Apps – Lessons Learned
Like many other AI professionals out there, I have been building applications with large language models (LLMs) for the better part of… Read more
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AI Products: The New User Needs Landscape And Implications for Product Teams
Background Machine Learning and AI are being infused into more software products than before in 2022, and there is, without a doubt,… Read more
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The Value of “Small Data” in ML and AI
This is a comment from LinkedIn. I wish we paid more attention to “small data”. Models that are built from small data… Read more
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MLOps Capabilities, Outcomes and Opportunities for Enterprise AI
Machine Learning Operations (MLOps) has come to be an important push for enterprises in 2021 and beyond – and there are clear… Read more
AI Explorations 