Amol shukla

Blogs

Thoughts on AI, software engineering, and building in public.

Deep Dive into Transformers and Self-Attention Mechanisms
AIMachine LearningTransformers+1

Deep Dive into Transformers and Self-Attention Mechanisms

An intuitive and mathematical breakdown of self-attention, multi-head attention, and how transformers revolutionized natural language processing.

How to Build an LLM RAG Pipeline with Next.js and FastAPI
AINext.jsFastAPI+2

How to Build an LLM RAG Pipeline with Next.js and FastAPI

Step-by-step guide to building a production-ready Retrieval-Augmented Generation (RAG) system using Next.js on the frontend and FastAPI on the backend.

Mastering Python Generators for Memory-Efficient Data Pipelines
PythonBackendPerformance+1

Mastering Python Generators for Memory-Efficient Data Pipelines

Learn how to use Python generators and yield statements to process massive datasets without running out of RAM.

The Future of Web Development: Next.js 16 and React Server Components
Next.jsReactFrontend+1

The Future of Web Development: Next.js 16 and React Server Components

Explore the changes in Next.js 16, the Turbopack engine, and how Server Actions change frontend data-fetching paradigms.

Understanding Vector Databases: Pinecone vs Chroma vs Qdrant
AIVector DBChroma+2

Understanding Vector Databases: Pinecone vs Chroma vs Qdrant

Compare top vector databases on performance, ease of use, self-hosting options, and suitability for production LLM systems.

Fine-Tuning Llama 3 on Custom Datasets using QLoRA
AILLMDeep Learning+1

Fine-Tuning Llama 3 on Custom Datasets using QLoRA

A practical guide to fine-tuning Llama 3 models on a single GPU using Hugging Face, PEFT, and QLoRA configurations.

Optimizing Web Applications for Core Web Vitals in 2026
BackendDatabasePerformance+1

Optimizing Web Applications for Core Web Vitals in 2026

Learn how to improve Largest Contentful Paint (LCP), Interaction to Next Paint (INP), and Cumulative Layout Shift (CLS) on Next.js projects.

A Complete Guide to Answer Engine Optimization (AEO)
FrontendReactNext.js+1

A Complete Guide to Answer Engine Optimization (AEO)

With Perplexity and ChatGPT search on the rise, learn how to structure your site's copy and schema markups for generative AI answers.

Why Every AI Engineer Needs to Learn Docker
DevOpsDockerKubernetes+1

Why Every AI Engineer Needs to Learn Docker

Stop 'it works on my machine' errors. Learn how containerization simplifies machine learning environments and GPU execution.

Building Interactive 3D Web Apps with Three.js and React Three Fiber
AILLMDeep Learning+1

Building Interactive 3D Web Apps with Three.js and React Three Fiber

An introduction to loading 3D models and rendering real-time physics in React using React Three Fiber and Drei.

How to Handle Authentication in Next.js with NextAuth.js
BackendDatabasePerformance+1

How to Handle Authentication in Next.js with NextAuth.js

Secure your Next.js application using OAuth providers, credentials providers, and JSON Web Tokens (JWT).

Scaling Machine Learning Models: From Jupyter to Kubernetes
FrontendReactNext.js+1

Scaling Machine Learning Models: From Jupyter to Kubernetes

Moving ML from notebooks to production requires reliable pipelines. Learn the fundamentals of model serialization and Kubernetes deployments.

Designing Clean APIs with FastAPI and Pydantic v2
DevOpsDockerKubernetes+1

Designing Clean APIs with FastAPI and Pydantic v2

Leverage Pydantic v2 inside FastAPI to enforce runtime type safety and auto-generate OpenAPI documentation.

Writing Clean TypeScript: Advanced Types and Utility Types
AILLMDeep Learning+1

Writing Clean TypeScript: Advanced Types and Utility Types

Improve your codebase typing. Learn to use keyof, ReturnType, Record, and conditional types like a pro.

Introduction to Prompt Engineering: System Prompts and Few-Shot Learning
BackendDatabasePerformance+1

Introduction to Prompt Engineering: System Prompts and Few-Shot Learning

Learn how system prompts, few-shot templates, and chain-of-thought instructions dramatically improve LLM output accuracy.

How to Deploy Next.js to Vercel and AWS Amplify
FrontendReactNext.js+1

How to Deploy Next.js to Vercel and AWS Amplify

A comparative guide showing how to set up continuous deployment pipelines for Next.js on Vercel and AWS.

Managing State in React: Zustand vs Redux Toolkit vs Context API
DevOpsDockerKubernetes+1

Managing State in React: Zustand vs Redux Toolkit vs Context API

Choose the best state management tool for your React application based on size, overhead, and complexity.

Building a Real-time Chat App with WebSockets and Node.js
AILLMDeep Learning+1

Building a Real-time Chat App with WebSockets and Node.js

A practical guide to implementing bi-directional real-time communication using Socket.io and Express.

Python for Data Science: Advanced Pandas and NumPy Techniques
BackendDatabasePerformance+1

Python for Data Science: Advanced Pandas and NumPy Techniques

Supercharge your data analysis. Learn vectorization, multi-indexing, and fast file parsing using modern Python data libraries.

Getting Started with LangChain and LangGraph for AI Agents
FrontendReactNext.js+1

Getting Started with LangChain and LangGraph for AI Agents

Understand how to model agentic workflows, memory persistence, and tool selection using LangGraph.

Demystifying Deep Learning: Build a Neural Network from Scratch in Python
DevOpsDockerKubernetes+1

Demystifying Deep Learning: Build a Neural Network from Scratch in Python

Learn the math behind backpropagation, gradient descent, and implement a feedforward neural net using NumPy only.

The Ultimate Git Cheat Sheet for Solo Developers
AILLMDeep Learning+1

The Ultimate Git Cheat Sheet for Solo Developers

Learn how to use cherry-pick, rebase, reflog, and interactive clean to manage your local commits efficiently.

Implementing Dark Mode in Tailwind CSS and Next.js
BackendDatabasePerformance+1

Implementing Dark Mode in Tailwind CSS and Next.js

A clean guide to set up theme transitions, prevent page flickers, and toggle themes in Next.js using next-themes.

Supercharging VS Code: Extensions and Settings for AI Engineers
FrontendReactNext.js+1

Supercharging VS Code: Extensions and Settings for AI Engineers

Boost your productivity with custom keybindings, Copilot prompts, formatters, and workspace configs.

Understanding Machine Learning Loss Functions: MSE, Cross-Entropy, and Hubers
DevOpsDockerKubernetes+1

Understanding Machine Learning Loss Functions: MSE, Cross-Entropy, and Hubers

A comparative overview explaining when to use different loss metrics in regression and classification tasks.