Shreyas Kulkarni

@shreyaskulkarni

I build, write, and explore around AI, data, and technology.

IndiaJoined August 2021

About

I build, write and explore around AI, data, and technology. Sometimes it’s experiments, sometimes it’s just reflections. All of it helps me learn.

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Shreyas Kulkarni's blogs

Shreyas Kulkarni – Musings on AI, Data Science & Techhelloshreyas.com30 posts

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Recently published

SKShreyas Kulkarnihelloshreyas.comApr 12, 2025 · 4 min read

How Re-Ranked RAG Outperforms Naive RAG in Information Retrieval

💡 All code and notebooks used in this post are available here → github.com/kdshreyas/rag-comparative-demo Retrieval-Augmented Generation (RAG) has transformed how we build domain-aware AI applications. But while Naive RAG gets you started, advance...

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SKShreyas Kulkarnihelloshreyas.comMar 7, 2025 · 7 min read

Next-Level AI Creativity with Uncensored LLMs

It’s 2025 already and we are in the AI era, we are very aware of the incredible power of large language models (LLMs), and their different use cases like content generation, customer support, code assistance, and data analysis but there are still cer...

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SKShreyas Kulkarnihelloshreyas.comSep 27, 2024 · 3 min read

Language Models: Key Concepts You Need to Know!

Welcome to the first installment of our blog series on generative AI! Let’s dive into language models—those fascinating algorithms that make machines sound almost human. They’ve transformed the way we interact with technology, allowing it to generate...

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SKShreyas Kulkarnihelloshreyas.comSep 21, 2024 · 7 min read

How to Setup Data Science Environment The Ultimate Guide: Essentials, Tips and Tricks. (VS Code, Conda, Extensions)

Overview of Python Environment Management Tools Choosing the right tool for managing Python environments can feel like deciding whether you should cook a five-course meal from scratch or just microwave some leftovers. Luckily, you’ve got options: Ana...

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SKShreyas Kulkarnihelloshreyas.comJul 12, 2024 · 6 min read

Small language models can perform better than the Large language models?

Every week (or sometimes twice a month) at work, we gather together on Friday for a one-hour-long online voluntary meeting. It's our little AI club where we geek out over the latest AI trends and vent about work challenges. Recently, I had the honor ...

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Shreyas Kulkarni

About

Available for

Shreyas Kulkarni's blogs

Recently published

How Re-Ranked RAG Outperforms Naive RAG in Information Retrieval

Next-Level AI Creativity with Uncensored LLMs

Language Models: Key Concepts You Need to Know!

How to Setup Data Science Environment The Ultimate Guide: Essentials, Tips and Tricks. (VS Code, Conda, Extensions)

Small language models can perform better than the Large language models?

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Shreyas Kulkarni

About

Available for

Shreyas Kulkarni's blogs

Recently published

How Re-Ranked RAG Outperforms Naive RAG in Information Retrieval

Next-Level AI Creativity with Uncensored LLMs

Language Models: Key Concepts You Need to Know!

How to Setup Data Science Environment The Ultimate Guide: Essentials, Tips and Tricks. (VS Code, Conda, Extensions)

Small language models can perform better than the Large language models?