Building a RAG application is one of the hottest skills in 2024! The latest issue of @ML_Spring is out and we discuss LlamaIndex! The go-to framework for building RAG application using LLMs!
@akshay_pachaar
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LlamaIndex 101: Unleash LLM Power Over Your Data
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LlamaIndex-101: Unleash the power of LLMs over your data:
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PyTorch Training Pipeline: Dataloaders, Modules, Distributed Learning
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That's a wrap! In future we'll cover: – Dataloaders
– torch nn.module
– The Collate function
– Distributed Training
– Training/Validation loops
– Callbacks using @LightningAI
's PyTorchLightning Find me → @akshay_pachaar And don't miss any of the future updates! Cheers! -
Tokenization in NLP: Breaking Down Text into Pieces
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In NLP we breaking down text into smaller pieces, commonly known as tokens, usually words or subwords. An essential initial step in that transforms raw text into a format that can be consumed by embedding(vectors) generators. Here's how we do it in a typical Text Dataset Class:
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Creating Dataset Class for Iris Tabular Data
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For tabular data, let's consider the famous Iris dataset. Here's how to create a `Dataset` class for it:
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PyTorch Dataset Class: Text, Tabular, and Image Data
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PyTorch 101: Dataset Class clearly explained! Today, we learn how to build a PyTorch Dataset for: – Text
– Tabular
– and Imagery Data Let's go! -
Karpathy’s Makemore Series: Essential Machine Learning Education
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Hey, glad you found it helpful ! Check the makemore series by Karpathy on YouTube! It’s the best!
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SPL’s Official GitHub Repository for esProc Data Processing
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SPL’s official GitHub repository: https://
github.com/SPLWare/esProc -
Python ML/MLOps and LLM Engineering Daily Tutorials
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That's a wrap, hope you enjoyed reading! If you're interested in: • Python • ML/MLOps • LLMs/AI Engineering Don't forget to follow me: @akshay_pachaar Everyday, I share tutorials on above topics! I also write a weekly newsletter on AI Engineering: @ML_Spring
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LLMs High Leverage Skill: Lightning AI Platform and Tutorials
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Working with LLMs is going to to be a high leverage skill! @LightningAI provides state of the art tutorials on LLMs & LLMOps! On top of that you get an integrated AI developer platform with access to FREE GPUs & VSCode right in your browser! Check this: http://
lightning.ai