Resources

Learning Resources

Free guides, cheatsheets, tools, and career resources to accelerate your AI journey.

Guides & eBooks

Free

Beginner's Guide to Artificial Intelligence

A complete walkthrough of AI fundamentals — concepts, terminology, and real-world applications.

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Free

Machine Learning Roadmap 2025

Step-by-step path from Python basics to deploying ML models in production.

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Free

Data Science Handbook

Covers data wrangling, EDA, visualization, and statistical modeling with practical examples.

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Cheatsheets

Free

Python for Data Science Cheatsheet

Key libraries, syntax, and patterns — NumPy, Pandas, Matplotlib at a glance.

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Free

SQL Quick Reference

Essential SQL queries, joins, aggregations, and window functions in one sheet.

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Free

Deep Learning Formulas

Activation functions, loss functions, optimizers, and key architecture diagrams.

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Video Tutorials

Free

Intro to Neural Networks (Free Series)

5-part series covering perceptrons, backpropagation, and CNNs with code walkthroughs.

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Free

Build Your First ChatBot

End-to-end tutorial: intent recognition, NLP pipeline, and deploying with FastAPI.

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Free

Computer Vision with OpenCV

Image processing, object detection, and face recognition from scratch.

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AI Tools & Demos

Free

Resume Analyzer (AI-Powered)

Upload your resume and get instant feedback on ATS score, keywords, and improvements.

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Free

Career Path Recommender

Answer a few questions and get a personalized AI & tech career roadmap.

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Free

Dataset Explorer

Browse curated public datasets for practice projects in ML and data science.

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Career Resources

Free

AI Job Interview Prep Kit

Top 100 interview questions with model answers for data science and ML roles.

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Free

LinkedIn Profile Optimization Guide

How to write a profile that gets noticed by AI/ML recruiters.

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Free

Portfolio Project Ideas

10 project ideas across computer vision, NLP, and predictive analytics to build your portfolio.

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Research & Articles

Free

The State of AI in India 2025

Industry trends, job market analysis, and skill demand report for the Indian AI ecosystem.

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Free

Top 10 AI Breakthroughs of 2024

From GPT-4 to multimodal models — key advancements explained for practitioners.

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Free

Ethics in Artificial Intelligence

Bias, fairness, and responsible AI — a practical guide for developers and researchers.

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