Chandrani Mukherjee articles - 23 total
Securing LangChain APIs with AWS SSO and Active Directory
Learn how to protect AI models and LangChain APIs using AWS Single Sign-On (SSO) with Active Directory integration for enterprise security.
Securing LangChain APIs with AWS SSO and Active Directory
Learn how to protect AI models and LangChain APIs using AWS Single Sign-On (SSO) with Active Directory integration for enterprise security.
Securing LangChain APIs with AWS SSO and Active Directory
Learn how to protect AI models and LangChain APIs using AWS Single Sign-On (SSO) with Active Directory integration for enterprise security.
Streamlining Qwen: Containerized AI with Docker & Kubernetes
Introduction Deploying large language models like Qwen can be resource-intensive and...
From Chaos to Clarity: Leveraging Pydantic for Smarter AI
Introduction In modern AI applications, data validation, serialization, and consistency...
DaemonSet vs Deployment in Kubernetes: Key Differences Explained with Docker
Kubernetes DaemonSet vs Deployment: Key Differences Kubernetes provides multiple ways to run...
From Scanned PDFs to Smart Docs: OCR with LangChain, Docker & AWS
🧠 OCR Any PDF with LangChain, Docker, and AWS Using OCRmyPDF Many PDFs are just images —...
Deploy Pixtral at Scale: vLLM + Docker Made Simple
Large language models are compute-heavy, and deploying them efficiently requires optimized inference...
From Image to Text in Seconds — Tesseract OCR in a Docker Container
If you’ve ever needed OCR (Optical Character Recognition) in your projects, you’ve probably come...
Effortless AWS Model Deployments: Sync Your AI Models to EC2 in Minutes
When working with AI/ML workloads, you might have custom-trained models on your local machine or in...
"Build AI Agents FAST!" Zero-Shot + OpenAI
A post by Chandrani Mukherjee
From Herd to Host: Exposing LLaMA via Dockerized Ollama
Easily serve LLaMA models using Ollama inside a Docker container and expose it for external access...
From Zero to Redis Hero: Your First Redis Container with Docker
Redis is a lightning-fast, in-memory key-value store that’s perfect for caching, sessions, queues,...
Are You Really Copying in Python? 🤯 Shallow vs Deep Copy Explained
Understanding the difference between shallow copy and deep copy is key when working with mutable...
Who Said What? Build a Smart Transcriber Agent with AWS & LangChain
Amazon Transcribe provides automatic speech recognition (ASR) with support for speaker...
Graph or Chain? Choosing the Right Engine for Your AI App
From simple chains to advanced agents — understand how these tools support different stages of LLM...
Smart Search Meets LLM: AWS-Powered Retrieval-Augmented Generation
🤖🔍 Smart Search Meets LLM: AWS-Powered Retrieval-Augmented Generation Leverage AWS-native...
Next-Gen Q&A: Retrieval-Augmented AI with Chroma Vector Store
A Retrieval-Augmented Generation (RAG) agent combines document retrieval with LLM-based response...
Web to Windows in 5 Steps: Turn Your Angular App into an Installable Desktop App
🧠 Why Convert Your Angular Web App? Angular is powerful for building web apps. But what if you want...
S3cret Agent: Build an AI That Generates AWS Presigned URLs on Command
This project implements an AI-powered LangChain agent that dynamically generates AWS S3 Presigned...
From Prompt to Production: Dockerizing a LangChain Agent with FastAPI
Supercharge your AI app deployment with Docker, FastAPI, and LangChain in one seamless containerized...
Smarter Chatbots: Fixing Missing Data and Hallucinations with LangChain
Building robust conversational AI systems often requires solving two foundational issues: Gracefully...
Thread Smart, Process Hard: Mastering Python's Parallel Playbook
Python is often accused of being “slow.” While it’s true that Python isn’t as fast as C or Rust in...