A curated, production-grade collection of 100 AI, Machine Learning, and Deep Learning projects — refined over a decade of hands-on experience across research, industry, and open-source development.
Whether you're just entering the AI space or a seasoned practitioner looking for reference implementations, this repository covers the full stack of modern AI engineering — from classical ML to cutting-edge generative models.
 Traditional algorithms, ensemble methods, statistical modeling, feature engineering, and advanced regression/classification pipelines. |
 CNNs, RNNs, LSTMs, GANs, Transformers, Autoencoders, and other modern neural architectures. |
 Real-time image processing, object detection, segmentation, pose estimation, and visual anomaly detection. |
 Contextual embeddings, sentiment analysis, text classification, language modeling, and advanced text analytics. |
 LLM integrations, prompt engineering, LangChain pipelines, and RAG-based applications. |
 Cross-domain AI integrations that combine ML, DL, CV, and NLP to tackle complex real-world problems. |
This list is regularly updated — new projects are added frequently. Watch the repo to stay notified!
| # | Project | Description | Tags |
|---|---|---|---|
| 01 | ML Roadmap and Notes | Complete machine learning roadmap with structured notes | ML Roadmap Beginner |
| 02 | GenAI Roadmap with LangChain | Generative AI roadmap with hands-on LangChain notes | GenAI LangChain LLM |
| 03 | Agentic AI Roadmap with LangGraph | End-to-end agentic AI roadmap with structured notes and LangGraph implementations | GenAI LangGraph Agents |
| 04 | ML Algorithm Library | Pure-Python implementations of core ML algorithms from scratch | ML Algorithms From-Scratch |
| 05 | GPT-2 Rebuild — nanoGPT | Step-by-step reproduction of GPT-2 and nanoGPT from scratch following Karpathy's architecture | DL Transformers LLM |
| 06 | Prompt Engineering | Techniques and best practices for effective LLM prompting | LLM Prompting NLP |
| 07 | RAG Roadmap and Projects | End-to-end learning path for RAG — from document processing to agentic systems and production deployment | RAG LangChain Roadmap |
| 08 | Build with Claude Code | Deep notes, real assignments, and working solutions for mastering Claude Code and agentic loops | Claude Agents LLM |
| 09 | MathForAI | Single-page curriculum site teaching the math foundations behind modern AI and machine learning | Math Foundations Education |
| # | Project | Description | Tags |
|---|---|---|---|
| 10 | Prices Predictor System | End-to-end price prediction system with feature pipelines | ML Regression MLOps |
| 11 | Stock Price Prediction | Time-series forecasting for equity price movements | LSTM Time-Series Finance |
| 12 | Laptop Price Predictor | Regression model to estimate laptop prices from specs | Regression EDA ML |
| 13 | ML Housing Corp | Housing price prediction inspired by Hands-On ML | Regression Scikit-Learn |
| 14 | Data Science Salary Predictor | Predict DS/ML salaries from job market data | ML Regression Career |
| # | Project | Description | Tags |
|---|---|---|---|
| 15 | BUET-CSE-Fest-2026 | Bengali ASR and speaker diarization system built for BUET CSE Fest 2026 | ASR Bengali Diarization |
| 16 | Sentiment Analysis | Multi-class sentiment classification on review data | NLP Classification BERT |
| 17 | Resume Screening | Automated resume parser and job-fit classifier | NLP Classification HR-Tech |
| 18 | Email Spam Classifier | NLP pipeline to detect spam and phishing emails | NLP Classification TF-IDF |
| 19 | Bengali SMS Classifier | Spam detection for the Bengali language | NLP Bengali Low-Resource |
| # | Project | Description | Tags |
|---|---|---|---|
| 20 | Book Recommender System | Collaborative filtering-based book recommendation engine | RecSys Collaborative CF |
| 21 | Movie Recommender System | Content-based and hybrid movie recommendation system | RecSys Content-Based |
| # | Project | Description | Tags |
|---|---|---|---|
| 22 | Pose Detection | Real-time human pose estimation and posture analysis | CV MediaPipe Real-Time |
| 23 | Gesture Volume Control | Control system volume using hand gestures via webcam | CV MediaPipe HCI |
| 24 | Cat vs Dog Classification | CNN-based binary image classifier | CNN Image-Classification DL |
| 25 | Pose Detection with Face Overlays | Extended pose detection with dynamic face overlay effects | CV Pose MediaPipe |
| # | Project | Description | Tags |
|---|---|---|---|
| 26 | QuantScope | Quantitative stock analysis platform for data-driven market research and financial decision making | Finance EDA Quant |
| 27 | Olympic History Analysis | In-depth EDA on 120 years of Olympic Games data | EDA Visualization Pandas |
| 28 | Study Abroad Dataset | Analysis and modeling on international student data | EDA Statistics |
| 29 | COVID-19 Global Impact Analysis | Comprehensive analysis of pandemic spread and impact | EDA Public-Health Viz |
| 30 | Vendor Performance Analysis | Supply chain vendor scoring and analytics dashboard | EDA Business-Intelligence |
| # | Project | Description | Tags |
|---|---|---|---|
| 31 | Production-grade RAG | Production-ready RAG API built with FastAPI, LangChain, OpenAI, and Qdrant | RAG FastAPI LangChain Qdrant |
| 32 | NeuroBridge | Middleware layer bridging LLMs with real-world applications for seamless agentic integration | LLM Agents Middleware |
| 33 | PaperMap | Interactive library transforming landmark AI papers into visual educational experiences | Education GenAI Interactive |
| 34 | Toolly Studio | A studio suite of developer and AI productivity tools | Tools Productivity |
| 35 | Toolly | Lightweight utility toolkit for ML workflows | Tools Utilities ML |
| 36 | Training Data Bot | Automated pipeline that converts raw documents (PDF, text, URLs) into clean, quality-scored LLM fine-tuning datasets | LLM Fine-Tuning Dataset NLP Automation |
| 37 | AI Engineering | Research archive of real-world AI engineering interview assignments, take-home challenges, and hiring practices | AI Career Research |
| 38 | Kaggle Competitions | Collection of top-ranked competition solutions across ML, NLP, and time-series challenges | Kaggle ML Competition |
| 39 | Awesome AI/ML Startups | Monthly-updated community tracker of global AI/ML startups sourced from YC, Crunchbase, Forbes AI 50, and VC databases | AI Startups Resource |
| 40 | Agentic RAG Platform | Reproducible, evaluated, secured, and observable Agentic RAG platform for organizational knowledge | RAG Agents Enterprise |
| 41 | Agentic AI Eval Harness | Production CI gate and evaluation benchmarking harness for AI agents across LangGraph and CrewAI | Agents Evals CI-Gate |
| 42 | System Design for AI | Comprehensive curriculum on system design for AI from zero to production architecture | System-Design Architecture MLOps |
| 43 | FinTech AI Engineer Mastery | Complete curriculum and engineering laboratory for AI Engineers specializing in Financial Technology | FinTech Finance AI-Engineer |
| 44 | Claude Research Excellence | AI-powered research paper creation and adversarial peer-review simulation framework | Claude Research GenAI |
| 45 | AI for Everyone | Free 30-day beginner roadmap teaching practical AI usage, prompting, and workflows in English & Bengali | AI Beginner Roadmap |
| 46 | FDE Field Guide | Practical field guide for Forward Deployed Engineers turning ambiguous business problems into production systems | Engineering Production FDE |
| 47 | 50 Days of Machine Learning | Immersive project covering essential ML concepts, daily exercises, and real-world datasets | ML Roadmap Data-Science |
| 48 | ChessLM | Chess AI platform enabling interactive gameplay and move analysis across language models | AI Chess LLM |
| # | Project | Description | Tags |
|---|---|---|---|
| 101 | LLM Playground | Production-level large language model training and deployment framework | LLM Training MLOps |
| 102 | Customer Support Chatbot | Production-ready AI customer support with RAG, hybrid search, reranking, and PEFT fine-tuning | RAG Production LLM |
| 103 | Ask the Web | Perplexity-like AI agent with ReACT/ReWOO/Reflexion reasoning, MCP & A2A protocols, and multi-agent orchestration | Agents Search RAG |
| 104 | Deep Research | Deep research AI using web search, OpenAI o3, and DeepSeek-R1 with inference-time scaling | Research LLM Agents |
| 105 | Multi-Modal Generation | Production T2I and T2V synthesis with full VAE, GAN, DiT, and DDPM/DDIM/DPM-Solver++ implementation | T2I T2V Diffusion DL |
10 hands-on projects from the Agentic AI Roadmap, taking single agents to production-grade multi-agent systems.
| # | Project | Description | Tags |
|---|---|---|---|
| 106 | Research Agent | Autonomous agent that plans, searches, and synthesizes findings into a research report | Agents Research LangGraph |
| 107 | Customer Support Multi-Agent | Multi-agent system that routes and resolves customer support tickets via specialized sub-agents | Multi-Agent Customer-Support LangGraph |
| 108 | Knowledge Manager | Agent that ingests, organizes, and retrieves knowledge base content on demand | Agents RAG Knowledge-Base |
| 109 | Self-Healing Code Agent | Agent that detects failing code, diagnoses the issue, and applies a fix autonomously | Agents Code Self-Healing |
| 110 | MCP Universal Agent | General-purpose agent that connects to any tool via the Model Context Protocol | MCP Agents Tool-Use |
| 111 | Multimodal Document Analyst | Agent that reads and reasons over documents combining text, tables, and images | Multimodal Agents Document-AI |
| 112 | Anomaly Monitor | Agent that watches system or data streams and flags anomalies in real time | Agents Monitoring Anomaly-Detection |
| 113 | Cross-Framework Network | Multi-agent network that interoperates agents built across different frameworks | Multi-Agent Interop A2A |
| 114 | Agent-as-a-Service Platform | Platform for deploying and serving agents as callable, production-grade services | Agents Platform Deployment |
| 115 | Eval Harness and Benchmark | Evaluation harness and benchmark suite for scoring agent performance | Evals Benchmark Agents |
