Fine-Tuning Large Language Models
A comprehensive guide to customizing AI models for specific tasks. Learn about LoRA, PEFT methods, hyperparameter optimization, and best practices for fine-tuning with practical code examples.
I'm a second-year Computer Engineering student at Kantipur Engineering College, passionate about AI, ML, and Data Science. I enjoy exploring new technologies and constantly improving my skills.
An intelligent document analysis system that uses Retrieval-Augmented Generation (RAG) to answer questions about PDF documents. Upload PDFs, ask questions in natural language, and get accurate answers extracted from your documents using advanced AI techniques.
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Flask web application using Socket.IO enables real-time, bidirectional communication between clients and the server. Unlike traditional request-response models, Socket.IO allows instant updates, making it ideal for applications requiring live interactions such as chat applications, collaborative tools, real-time notifications, and live tracking systems.
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A comprehensive guide to customizing AI models for specific tasks. Learn about LoRA, PEFT methods, hyperparameter optimization, and best practices for fine-tuning with practical code examples.
Building AI systems that learn from human preferences and values. Explore the three-stage RLHF process, reward modeling, PPO training, and Constitutional AI approaches.
How sparse expert models achieve massive scale with efficient computation. Learn about expert routing, load balancing, Switch Transformer, and advanced MoE architectures.
I'm always open to discussing new opportunities, interesting projects, or just having a chat about technology!