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dcarpintero/README.md

๐Ÿฌ Deep-Dives & AI-Articles

๐Ÿ“„ Taxonomy Completion with Embedding Quantization and an LLM-based Pipeline: A Case Study in Computational Linguistics - [repo]

๐Ÿ“„ Building a Neural Network Classifier from the Ground Up: A Step-by-Step Guide - [repo]

๐Ÿง™โ€โ™‚๏ธ Recent Releases

๐Ÿ“„ generative-ai-101 (v0.7.0): Annotated NBs to dive into Self-Attention, RAG, Knowledge-Graphs, ICL, Fine-Tuning & Model Optimization

๐Ÿ”ญ In-Progress

๐Ÿงญ galapagos: AI-safety framework with LLM Agents

๐Ÿงฎ Tech-Stack

โ˜‘๏ธ Python, PyTorch            โ˜‘๏ธ GPT, Cohere, Claude, Mistral, Llama   โ˜‘๏ธ LangSmith, Weights & Biases 
โ˜‘๏ธ HuggingFace Transformers   โ˜‘๏ธ RAG, Transfer-, In-Context Learning   โ˜‘๏ธ Fine-Tuning, Quantization
โ˜‘๏ธ LangChain, LlamaIndex      โ˜‘๏ธ Neo4j, Pinecone, Weaviate             โ˜‘๏ธ Smart Contracts, Solidity

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  1. llamaindexchat llamaindexchat Public

    LLM Chatbot w/ Retrieval Augmented Generation using Llamaindex. It demonstrates how to impl. chunking, indexing, and source citation.

    Python 39 7

  2. transformer101 transformer101 Public

    Annotated vanilla implementation in PyTorch of the Transformer model introduced in 'Attention Is All You Need'.

    Jupyter Notebook 1

  3. dapp-real-state dapp-real-state Public

    Decentralized Digital Marketplace w/ Smart Contracts and ZKPs.

    Solidity 2

  4. dapp-flight-insurance dapp-flight-insurance Public

    Decentralized Application for Flight Insurance w/ Smart Contracts

    JavaScript 1

  5. wikisearch wikisearch Public

    Multilingual Semantic Search with Reranking on a prepared large vectorized dataset comprising 10 million Wikipedia documents. It supports dense retrieval, keyword search, and hybrid search.

    Python 11 1

  6. nn-image-classifier nn-image-classifier Public

    Python from-scratch implementation of a Neural Network Classifier. Dive into the fundamentals of approximation, non-linearity, regularization, gradients, and backpropagation.

    Jupyter Notebook 3