Dev J. Shah 🥑 articles - 36 total
Linear Regression Model using Math!
If you are not familiar with basic Machine Learning terms like Features, Label, Training,...
Machine Learning 101
In very simple terms, Machine Learning is the process of using existing data to create a mathematical...
Proximal Policy Optimization (PPO) and Generalized Reinforcement Learning with Proximal Optimizer (GRPO)
Introduction Both Proximal Policy Optimization (PPO) and Generalized Reinforcement...
Exploring RAG: Hypothetical Document Embeddings (HyDE)
Introduction Hypothetical Document Embeddings (HyDE) is a Retrieval-Augmented Generation...
Model Context Protocol (MCP): Bridging LLM applications with external data sources and tools
Introduction Model Context Protocol (MCP) is an open standard that connects AI assistants...
Isolate projects using Docker and Dev Containers by VS Code
Introduction Whats up everyone? This is Dev. This blogs teaches you the way to isolate...
Decoding DeepSeek R1's Research Abstract
Introduction Whats up everyone? This is Dev. This blog is to understand the abstract of...
Configure self-hosted runner for GitHub Actions
Introduction Whats up everyone? This is Dev. This is a tutorial blog on how to configure a...
Dev Wrap 2024
Introduction Whats up everyone! This blog is about the technologies I learnt and...
How to integrate pgvector's Docker image with Langchain?
Introduction Whats up everyone! This blog is a tutorial on how to integrate pgvector’s...
Get Started with LangChain: A Step-by-Step Tutorial for Beginners
Introduction Whats up everyone? This is a tutorial for someone who is beginner to...
Ollama 0.5 Is Here: Generate Structured Outputs
Introduction Whats up everyone! This is Dev. Yesterday, that is, 6th December, Ollama...
Exploring RAG: Benefits and Challenges Explained
This blog contains a few advantages as well as disadvantages of RAG applications. ...
Exploring RAG: Perfect LLM Training Method, Fine-Tuning vs RAG?
Disclaimer If you are not familiar with RAG, I would suggest you to check out my following...
Exploring RAG: Discover How LangChain and LlamaIndex Transform LLMs?
Disclaimer A part of this blog reflects my learnings from Augment your LLM Using Retrieval...
Exploring RAG: How Indexing and Vector Databases Revolutionize Search?
Disclaimer This blog reflects my learnings from Augment your LLM Using Retrieval Augmented...
Secret to Long-Term Career Success: Passion, Purpose, and a Lesson from 'Start With Why'
Disclaimer Currently, I am reading 'Start with Why' by Simon Sinek, and I came across a...
Exploring RAG: How Vector Embeddings Revolutionize Language Understanding?
Disclaimer This blog reflects my learnings from Augment your LLM Using Retrieval Augmented...
Unlock the Power of LLM Chatbots with These Essential Prompt Engineering Strategies
In this blog, I want to share some tips and tricks for getting expected responses from LLMs during...
Exploring RAG: How Data Ingestion Powers Cutting-Edge AI?
Disclaimer This blog reflects my learnings from Augment your LLM Using Retrieval Augmented...
Exploring Deno 2.0: A Secure, Simpler Alternative to Node.js?
This is an introduction blog on Deno. Since Deno 2.0 was just launched on 9th Oct 2024. Therefore, I...
Unlock Your Potential: Hobbies to Supercharge Your Developer Career
As a developer, having a diverse set of hobbies can enhance your profile and help prevent burnout....
Dockerize Your Development: Build Reusable Features, Faster
Docker is mostly used for deployment purposes or for creating isolated environments. However, there...
Why I started WFO?
Today, out of the blue, I decided to go to the office to work, and it turned out to be a really great...
Exploring RAG: Why Retrieval-Augmented Generation is the Future?
Problem Statement Before explaining what RAG is, let me first address the problem...
Ollama Unveiled: Run LLMs Locally
This blog is to understand what Ollama is and what functionalities it offers. Introduction...
From Web Dev to Flutter: Key Concepts and Best Practices from a Real Project
Upon learning the basics of Flutter, before starting to build the project independently, I wanted to...
Understanding Flutter for Web Developers: Key Concepts Explained
As a full-stack web developer with experience in various web programming frameworks, I recently...
Unlocking the Power of Solidity: A Beginner's Guide to Smart Contracts
Solidity is the language used for writing smart contracts on the Ethereum blockchain. This blog...
IaaS, PaaS, SaaS Simplified: Practical Examples You Can Relate To
Let me first set up the context for this blog. When I first came across these terms, reading their...