AGArpit Gajyainmagic-of-genai-the-next-word-predictor.hashnode.dev·Nov 21, 2025 · 4 min readHow to Fine-Tune Machine Learning Models for Better PerformanceWhat is fine Tuning Fine-tuning a model means taking a pre-trained AI model (like Llama, BERT, GPT, or Mistral) and training it a little more on your own custom dataset so that it learns a specific skill, domain, or behavior. Think of it like teachin...00
AGArpit Gajyainmagic-of-genai-the-next-word-predictor.hashnode.dev·Nov 21, 2025 · 2 min readExploring Inference with Open-Source Models: Ollama and Hugging FaceOLLAMA : A Local LLM Runtime Ollama is a tool that lets you run large language models (LLMs) locally on your own machine with very simple commands.It is popular because it makes using open-source models extremely easy, fast, and private. User ——————>...00
AGArpit Gajyainmagic-of-genai-the-next-word-predictor.hashnode.dev·Nov 19, 2025 · 2 min readUnderstanding the Importance of Guardrails: A Comprehensive GuideWhy are Guardrails Important Guardrails are important because they keep AI systems safe, reliable, and aligned with what users and organizations expect.Without guardrails, AI can produce Toxic or offensive content , Hate speech, harmful, incorrect, o...00
AGArpit Gajyainmagic-of-genai-the-next-word-predictor.hashnode.dev·Nov 15, 2025 · 4 min readUnderstanding the Model Context Protocol (MCP): A Complete GuideWhat is MCP Model Context Protocol (MCP) is an open-source standard that enables AI applications to connect seamlessly with external systems. Using MCP, models like Claude or ChatGPT can access data sources (such as local files or databases), interac...00
AGArpit Gajyainmagic-of-genai-the-next-word-predictor.hashnode.dev·Nov 15, 2025 · 3 min readAdvanced RAG System: What You Need to KnowTill now the RAG is relying on the User Query , Whatever query user enters will be converted into Vector Embeddings and that will be matched in the Vector Database to fetch relevant chunks Disadvantage:If the user is not able to describe his problem ...00