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8-bit Quantization — Topic Summaries

AI-powered summaries of 3 videos about 8-bit Quantization.

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Fine-tuning LLMs with PEFT and LoRA

Sam Witteveen · 3 min read

Fine-tuning large language models is expensive because it requires updating massive weight tensors, which drives up both compute needs and checkpoint...

Parameter Efficient Fine-TuningLoRA AdaptersCatastrophic Forgetting

Build a Private Chatbot with Local LLM (Falcon 7B) and LangChain

Venelin Valkov · 2 min read

A practical recipe for running a private chatbot on a single GPU hinges on two engineering moves: loading Falcon 7B instruct in 8-bit to fit within...

Local LLM8-bit QuantizationStopping Criteria

Mistral 7B - better than Llama 2? | Getting started, Prompt template & Comparison with Llama 2

Venelin Valkov · 2 min read

Mistral 7B Instruct is positioned as a smaller model that can outperform larger Llama 2–class competitors, and hands-on tests in a Google Colab...

Mistral 7B InstructLlama 2 ComparisonGrouped Query Attention