Series

GenAI

in this series i will share topic regarding GenAI development

GPT Explained: What It Is, Why It Matters, and How It Works
What comes first: AI → ML → LLM → GPT? AI is the big umbrella (any machine that mimics human intelligence). ML is a subset of AI (machines learn from data). Deep Learning is a type of ML using neural networks. LLM is a type of Deep Learning mode...
Apr 10, 20254 min read39
Full Parameter vs. LoRA: Choosing the Right Fine-Tuning Approach
What is Fine-Tune? Fine-tuning is the process of taking a pre-trained model (like GPT, BERT, LLaMA) and training it a little more on your own custom data to make it better at a specific task. Why Fine-Tune? It allows us to customize these general-pu...
Apr 15, 20253 min read28
How RAG Makes LLMs Smarter
What is the RAG? it retrieved relevant information from the external source such as doc, DB, Website and using LLM it generates the answer based on retrieved data. What RAG solves problems? 1. Hallucination LLMs sometimes generate confident but incor...
Apr 19, 20253 min read54
Build a Basic PDF RAG App with LangChain and QdrantDB [Beginner]
in this blog, I teach how to create basic pdf-based RAG app by using LangChain Why LangChain (in-short) it provides a modular, flexible framework to build RAG based application LangChain is provides y
Apr 20, 20255 min read36
Query Translation (Query Re-writing) [Advance RAG]
We will now explore some advanced techniques, patterns, and concepts related to RAG. if you don’t or less knowledge about RAG, check it out blog first - link unless you can’t get topic. The problem Th
Sep 25, 20257 min read30
Query Translation (Query Decomposition) [Advance RAG]
if you don’t or less knowledge about RAG, check it out blog first - link unless you can’t get topic What is Query Decomposition Query decomposition is advance RAG techniques used to breaking down complex problem into multiples sub-problems, basicall...
Sep 26, 20255 min read40

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