AI Model Evaluation and Testing Best Practices
Evaluate AI models effectively using precision, recall, F1, AUC-ROC, and cross-validation techniques with guidance on avoiding data leakage and overfitting.
AI ML
85 guides on AI ML — practical articles for Indian and Kerala businesses.
Latest articles
Retrieval-Augmented Generation for Business Documents
Implement RAG to query your business documents using vector databases, embedding models, and LLMs for accurate answers grounded in your company knowledge base.
How to Build a Recommendation Engine for Ecommerce
Build an ecommerce recommendation engine using collaborative filtering, content-based methods, and hybrid approaches to increase cross-sells and repeat purchases.
OpenAI o3 and o4-mini: Are Reasoning AI Models Worth It for Indian Businesses?
OpenAI's o3 and o4-mini think before they answer. This guide explains when reasoning models outperform GPT-4o, the cost tradeoffs in India, and which business tasks justify…
What Is MCP? Model Context Protocol Explained for Indian Businesses
A plain-English guide to MCP (Model Context Protocol) for Indian business owners — how it connects AI assistants to Tally, WhatsApp, and CRM data, what implementation…
Building RAG Systems for Customer Support: No-Code Tools for Indian Businesses 2026
How Indian businesses can build RAG-powered customer support without coding using Botpress, Flowise, and similar platforms — with real cost breakdowns in INR and step-by-step setup…
OpenAI Agents SDK vs LangGraph: Which to Use in 2026
OpenAI Agents SDK and LangGraph solve agent orchestration differently. Here is an honest comparison of both frameworks with decision criteria for Indian developers.
Speech Recognition Accuracy for Indian Accents
Speech Recognition Accuracy for Indian Accents. Practical methods, tools, and actionable guidance tailored for Indian businesses and professionals.
Building AI-Powered Search for Your Application
Building AI-Powered Search for Your Application. Practical methods, tools, and actionable guidance tailored for Indian businesses and professionals.
Edge AI Applications for Indian IoT Deployments
Edge AI Applications for Indian IoT Deployments. Practical methods, tools, and actionable guidance tailored for Indian businesses and professionals.
Sentiment Analysis for Indian Brand Monitoring
Sentiment Analysis for Indian Brand Monitoring. Practical methods, tools, and actionable guidance tailored for Indian businesses and professionals.
Machine Learning Model Deployment in India: A Production-Ready Guide for 2026
A practical guide to deploying machine learning models to production in India — covering FastAPI, Docker containers, AWS/GCP India regions, model monitoring, costs in INR, and…