LLMs

LLMs Nov 8, 2024 • 4 min read

Prompting vs. RAG vs. Fine-tuning

Which one is best for you?

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Avi Chawla

LLMs Nov 6, 2024 • 4 min read

From PyTorch to Lightning Fabric

Scale model training with 4 small changes.

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Avi Chawla

LLMs Nov 5, 2024 • 5 min read

Techniques to Extend Context Length of LLMs

Key techniques, explained in simple terms.

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Avi Chawla

RAG Nov 3, 2024 • 22 min read

A Crash Course on Building RAG Systems – Part 1 (With Implementation)

A practical and beginner-friendly crash course on building RAG apps (with implementations).

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Akshay Pachaar, Avi Chawla

LLMs Oct 18, 2024 • 5 min read

5 Chunking Strategies For RAG

...explained in a single frame.

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Avi Chawla

LLMs Oct 1, 2024 • 2 min read

NumPy Cheat Sheet for Data Scientists

40 most used methods.

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Avi Chawla

LLMs Apr 30, 2024 • 16 min read

Understanding LoRA-derived Techniques for Optimal LLM Fine-tuning

LoRA-variants explained in a beginner-friendly way.

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Avi Chawla

LLMs Mar 5, 2024 • 14 min read

Augmenting LLMs: Fine-Tuning or RAG?

Understanding the tradeoffs between RAG and Fine-tuning, and owning the model vs. using a third-party host.

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Avi Chawla