ASAmol Shukla
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AI Articles

Articles tagged "AI" — Thoughts on AI, software engineering, and building in public.

Deep Dive into Transformers and Self-Attention Mechanisms
AITransformersNLP+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
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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.

Understanding Vector Databases: Pinecone vs Chroma vs Qdrant
AIVector DatabasesPinecone+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
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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.

A Complete Guide to Answer Engine Optimization (AEO)
SEOAEOAI+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
DockerContainersMLOps+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.

Introduction to Prompt Engineering: System Prompts and Few-Shot Learning
AIPrompt EngineeringLLM+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.

Getting Started with LangChain and LangGraph for AI Agents
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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
AIDeep LearningPython+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.

Supercharging VS Code: Extensions and Settings for AI Engineers
VS CodeDeveloper ToolsAI+1

Supercharging VS Code: Extensions and Settings for AI Engineers

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

    AI Articles | Amol Shukla — AI Developer & Trainer