Machine Learning Articles

3 posts in Machine Learning

Building a RAG System for Your Business: Custom AI Knowledge Bases Without Fine-Tuning

A complete guide to Retrieval-Augmented Generation (RAG) for businesses, covering vector databases, embedding models, chunking strategies, and a full end-to-end implementation that makes AI models know your private data.

AI & Automation

Vector Search Fundamentals: Embeddings, Similarity Metrics, and Approximate Nearest Neighbors

Learn vector search architecture. Learn embedding models, similarity metrics, ANN algorithms, vector databases, and building semantic search applications.

AI & Automation

How I Fine-Tune Open-Source LLMs for Business Applications

I share my step-by-step process for fine-tuning open-source large language models like Mistral and Llama 3 for business needs, covering LoRA, dataset preparation, and deployment strategies.

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