ML Research Hub – Telegram
ML Research Hub
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Advancing research in Machine Learning – practical insights, tools, and techniques for researchers.

Admin: @HusseinSheikho || @Hussein_Sheikho
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⚡️ Finetuning for Text Classification

If you're looking for something to do this weekend and want to do a little reading and coding, here's the latest chapter from the book Build an LLM from Scratch , on setting up a GPT model to classify SPAM messages with up to 96% accuracy.

The model is small and training on a MacBook Air M3 takes ~ 5 minutes.

Github

https://news.1rj.ru/str/DataScienceT ✅️
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⚡️ LLaVA-NeXT: A Strong Zero-shot Video Understanding Model

LLaVA-NeXT is one of the most powerful open source video understanding models available today, superior to all existing VLMs.

New SoTA!

LLaVA-Next demonstrates high data transfer rates and demonstrates excellent results in zero-shot training.

git clone https://github.com/LLaVA-VL/LLaVA-NeXT


Github: https://github.com/LLaVA-VL/LLaVA-NeXT

Blog: https://llava-vl.github.io/blog/2024-04-30-llava-next-video/

HF: https://huggingface.co/shi-labs/CuMo-mistral-7b

Dataset: https://huggingface.co/datasets/shi-labs/CuMo_dataset

https://news.1rj.ru/str/DataScienceT ✅️
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🐏 AniTalker: Universal Talking Humans 🐏

🥺 SJTU (+AISpeech) unveils AniTalker, a framework that transforms a single static portrait and input audio into animated talking videos with naturally flowing movements.

✅️ Review https://t.ly/MD4yX

🟢 Paper https://arxiv.org/pdf/2405.03121

Project https://x-lance.github.io/AniTalker/

Repo https://github.com/X-LANCE/AniTalker

✅️ https://news.1rj.ru/str/DataScienceT ✅️
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MS MARCO Web Search: a Large-scale Information-rich Web Dataset with Millions of Real Click Labels

🖥 Github: https://github.com/microsoft/ms-marco-web-search

📕 Paper: https://arxiv.org/abs/2405.07526v1

✅️ https://news.1rj.ru/str/DataScienceT ✅️
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⚡️ Lobe Chat - open-source ChatGPT/LLM framework

Supports speech synthesis, different modes and an extensible (function call) plugin system.
Allows one-click deployment of private chat application OpenAI ChatGPT/Claude/Gemini/Groq/Ollama.

🖥 GitHub

✅️ http://t.me/codeprogrammer ✅️
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🌟 Step-by-step implementation of the Transformer architecture

This laptop describes in as much detail as possible each step of implementing a transformer from scratch, with the necessary theoretical minimum
For complete enlightenment, you can combine it with video 3b1b

▶️ Jupyter Notebook

✅️ http://t.me/codeprogrammer ✅️
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🌟 LibreChat - an improved free clone of ChatGPT

LibreChat is an open-source clone of ChatGPT:
— provides a convenient API
- works with Groq, GPT-4 Vision, Mistral, Bing, Anthropic, OpenRouter, Vertex AI, Gemini and other models
- can be run completely locally

Run locally:
git clone https://github.com/danny-avila/LibreChat.git
cd LibreChat
cp.env.example.env
docker compose up -d


🖥 GitHub
🟡 Learn more about running locally
🟡 Use online

✅️ http://t.me/codeprogrammer ✅️
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Enhancing Semantics in Multimodal Chain of Thought via Soft Negative Sampling

🖥 Github: https://github.com/zgmin/snse-cot

📕 Paper: https://paperswithcode.com/dataset/scienceqa

✅️ https://news.1rj.ru/str/DataScienceT ✅️
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🌟 Verba is an open-source application to provide an end-to-end, optimized and user-friendly interface for Retrieval-Augmented Generation

- pip install goldenverba

Verba is a fully customizable AI assistant for querying and interacting with your data, both on-premise and deployed in the cloud.
Answers questions related to your documents, obtains information from existing knowledge bases. Verba combines state-of-the-art RAG technologies with Weaviate's context-aware database. Choose between different RAG frameworks, data types, partitioning and search methods, and LLM providers depending on your specific use case.

Allows you to use different LLMs: both from HuggingFace and Ollama, and from OpenAI, Cohere and Google.

🖥 GitHub
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