ROADMAP.md

🗺️ ML-CaPsule Learning Roadmap

🏠 Main README • 📖 Code of Conduct • 🤝 Contributing Guidelines • 📋 Project Template

A structured 3-tier learning path across 150+ projects.
Built for beginners who don't know where to start.

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How to Use This Roadmap

1. Start from 🟢 Beginner if you're new to ML
2. Move to 🟡 Intermediate once you're comfortable with basics
3. Tackle 🔴 Advanced when you're ready for complex models

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🟢 Beginner

Prerequisites: Basic Python, High School Math
Key Libraries: numpy, pandas, matplotlib, seaborn, scikit-learn

Project Name	Key Concepts/Libraries	Link
Basics of ML and DL	ML fundamentals, intro to deep learning	View
Interactive ML Algorithm Recommendation Guide for Beginners	Decision tree flowchart, algorithm selection, visual comparison guide	View
Basics of the Python	Python basics, syntax	View
Basics of Power Bi	Data visualization, BI tools	View
NumPy - Basics	numpy arrays, operations	View
Pandas-Basics	pandas DataFrames, data manipulation	View
Cheat Sheets	Quick reference for ML concepts	View
Chi-Square Test	Statistics, hypothesis testing	View
Explaination and Example for P value with code	Statistics, p-value	View
Data Cleaning Techniques	pandas, data preprocessing	View
Data Filling and Cleaning Techniques	pandas, missing values	View
Exploratory-data-analysis	EDA, matplotlib, seaborn	View
EDA StackOverflow Survey 2023	EDA, pandas, visualization	View
EDA-and-Perform-Modelling-on-Ionosphere-Dataset-main	EDA, basic modelling	View
Various Plots using Matplot, Seaborn, Pandas	matplotlib, seaborn, pandas	View
Feature Scaling Techniques	StandardScaler, MinMaxScaler	View
Feature-Engineering	feature creation, encoding	View
Different_types_of_scaling_Method	scaling methods comparison	View
Different types of feature selection techniques	feature selection, scikit-learn	View
Different types of Clustering	K-Means, DBSCAN, basics	View
Classification Algorithms	Logistic Regression, Decision Tree	View
Clustering Algorithms	K-Means, hierarchical clustering	View
Association Rule Implementation	Apriori, market basket	View
K Means Clustering	K-Means, unsupervised learning	View
Random Forest from scratch	Random Forest, ensemble	View
Random forest test	Random Forest, scikit-learn	View
logistic_regression_scratch	Logistic Regression from scratch	View
Naive Bayes Documentation	Naive Bayes, probability	View
Learning Rules In ANN	Neural network basics	View
Ensemble Methds in ML	Bagging, Boosting, Random Forest	View
ensemble-methods-notebooks-master	Ensemble methods, scikit-learn	View
HyperParameter Tuning	GridSearchCV, RandomizedSearchCV	View
Outlier Detection	IQR, Z-score, visualization	View
Class Imbalance problem	SMOTE, oversampling	View
Random Oversampler	imbalanced-learn, SMOTE	View
Statistical_modeling_python	statsmodels, statistical tests	View
XgBoost_Algorithm	XGBoost, gradient boosting	View
File of SQL Commands	SQL basics, queries	View
NLTK Documentation	NLP basics, NLTK	View
PyScript Tutorial	PyScript, Python in browser	View
R language	R basics, data analysis	View
Loan-Prediction-main	scikit-learn, classification	View
Loan Repayment Prediction	pandas, scikit-learn	View
Weather Prediction	scikit-learn, regression	View
Diabetes Prediction	scikit-learn, classification	View
Housing_Prediction	Linear Regression, scikit-learn	View
Medical Charges for Smokers and Non-smoker	regression, pandas	View
Medical Insurance Cost Prediction	regression, scikit-learn	View
GDP Prediction	regression, time series basics	View
Startup_Profit_Prediction	Multiple Linear Regression	View
Rating_Prediction	regression, pandas	View
Spam Mail Classifier	NLP, Naive Bayes, NLTK	View
Spam Mail Detection	NLP, classification	View
Fake_News_Detection	NLP, TF-IDF, classification	View
Sentiment-Analysis	NLP, VADER, TextBlob	View
Tweets Classification	NLP, scikit-learn	View
Email Classifier	NLP, classification	View
LanguageDetection	NLP, langdetect	View
Spelling Corrector	NLP, TextBlob	View
Meteorite Landing Data Analysis	EDA, pandas, matplotlib	View
Gender Pay Gap Analysis	EDA, statistics, pandas	View
Road accident Analysis using Power BI	Power BI, data analysis	View
Rock Paper Scissors Python Game	Python basics, OpenCV	View
Github Topic Scraper	web scraping, BeautifulSoup	View
TweetMiner AI	NLP, Tweepy, VADER, TextBlob, scikit-learn	View

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🟡 Intermediate

Prerequisites: Beginner topics, Python proficiency
Key Libraries: scikit-learn, TensorFlow/Keras, OpenCV, NLTK, Flask

Project Name	Key Concepts/Libraries	Link
Alzheimer's Disease Predictor	classification, scikit-learn	View
Analysis_&_predict_Black_friday_sale	EDA, regression, pandas	View
Anime Data Analysis and Prediction	EDA, prediction, pandas	View
Autism Identification System	classification, scikit-learn	View
Bitcoin Price Predictor	time series, LSTM basics	View
Bitcoin Price Prediction Web App	Flask, ML deployment	View
Bird Species Classification Web App	CNN, Flask, deployment	View
Brain Tumor Detection	CNN, image classification	View
Breast Cancer Detection using DL with Webapp	Deep Learning, Flask	View
CBOW_PyTorch	CBOW, PyTorch, Word Embeddings, NLP	View
CBT_ChatBot	NLP, chatbot basics	View
Chatbot Using RASA	RASA, NLP, dialogue	View
Chicken_Disease_Classification	CNN, image classification	View
Chronic Kidney Disease Prediction	classification, scikit-learn	View
Company Bankruptcy Using unsupervised	clustering, unsupervised ML	View
Consumer Complaint Dataset	NLP, text classification	View
Covid19 forecasting with prophet	Facebook Prophet, time series	View
COVID-19-DATA-ANALYSIS	EDA, pandas, visualization	View
Covid_Third_Wave_Forecasting	time series, forecasting	View
CrowdAI Plant Disease	CNN, image classification	View
Crude oil forecasting	time series, regression	View
Customer Segmentation using Machine Learning	K-Means, clustering	View
Customer Segmentation USvAlgorithm	unsupervised ML, clustering	View
Cyberbullying Classification	NLP, text classification	View
Dark Pattern Detection	NLP, classification	View
Deepfake_image_analyzer	CNN, image analysis	View
Defective Captcha Image Recognition	CNN, OpenCV	View
Diseases_Prediction	multi-class classification	View
Driver_Drowsiness_Detection	OpenCV, CNN	View
Duplicate_Question_pair	NLP, similarity, Siamese networks	View
E-Waste Impact Calculator & Recycling Locator	Random Forest, Streamlit, Geospatial	View
Emotion Recognition Based on NLP	NLP, sentiment, classification	View
emotion-based music recommendation	NLP, recommendation	View
Employee_attrittion_prediction_using_ML	HR analytics, classification	View
Engineering Career Role Prediction	classification, scikit-learn	View
Face-recognition	OpenCV, face detection	View
Financial Crisis Early Warning System	classification, finance ML	View
Fire-Detection-Using-Python-OpenCV	OpenCV, image processing	View
Fish-Weight-Estimation	regression, scikit-learn	View
Flight_delay_prediction_project	classification, pandas	View
Flood_Prediction	classification, scikit-learn	View
Flower_classification_android_app	CNN, TensorFlow Lite	View
Foreign Exchange Rate Prediction	time series, regression	View
Gesture Control Mouse	OpenCV, MediaPipe	View
Google Teachable Machine	transfer learning, no-code ML	View
Hand-Written-Digit-Recognition	CNN, MNIST, Keras	View
Handwritten character recognition	CNN, OpenCV	View
heart failure	classification, scikit-learn	View
Heart_Predection	classification, health ML	View
Hindi_Letter_Classification	CNN, image classification	View
HollywoodMarketSynopsis	NLP, text analysis	View
IMDB Box Office Prediction	regression, NLP	View
Indian Elections	EDA, data analysis	View
Infant_Health_Prediction	classification, health ML	View
Instagram Reach Prediction	regression, social media analytics	View
IPL Cricket Match Win Prediction	classification, sports analytics	View
job_Advertisement_detection	NLP, classification	View
Lane Line Detection [OPEN CV]	OpenCV, computer vision	View
Malicious Url Detection	NLP, classification, cybersecurity	View
market-basket-recommendation	Apriori, recommendation systems	View
Maternal Health Risk Prediction	classification, health ML	View
Medical_Help_Chatbot	NLP, chatbot	View
Migraine Type Prediction	classification, health ML	View
Mid English Classification	NLP, text classification	View
Mobile Price Prediction	classification, scikit-learn	View
Molecule_Property_Analysis	cheminformatics, ML	View
Movie Genre Classification	NLP, multi-label classification	View
Movie-Recommendation-System	collaborative filtering, recommendation	View
Movie-Recommender-System using python	content-based filtering	View
NLP-Project	NLP pipeline, text processing	View
Number_of_people_counter	OpenCV, object counting	View
Object Detection	YOLO, OpenCV	View
OCR-Medicine-Reader	OCR, Tesseract	View
Ola Bike Ride Request Demand Forecast	time series, demand forecasting	View
OnlinePaymentFraudDetection	classification, fraud detection	View
Optical character recognition (OCR)	OCR, Tesseract, OpenCV	View
personalityPrediction	classification, psychology ML	View
Plagiarism-detector-using-machine-learning-main	NLP, similarity detection	View
Plant Disease Prediction	CNN, image classification	View
Plant Seedlings Classification	CNN, image classification	View
Pneumonia Classification using Chest X-Ray	CNN, medical imaging	View
Poker Hand Prediction	classification, probability	View
QnA Conversational Agent	NLP, question answering	View
railway_person_detection	OpenCV, object detection	View
Recognition_of_gestures_and_action	OpenCV, MediaPipe	View
recommendation_system	collaborative filtering, ML	View
Sentiment analysis for depression based on social media posts	NLP, mental health ML	View
Sentiment-Analysis-on-IMDb-reviews	NLP, LSTM, sentiment	View
Sign-Language-Translator	OpenCV, CNN, MediaPipe	View
Skin Disease Predictor	CNN, medical imaging	View
Smartphone processor classification	classification, hardware ML	View
Social Media Fake Accounts Detection with Interactive UI	NLP, classification, Streamlit	View
SongGenreClassifier	NLP, audio ML basics	View
Speech_Emotion_Recognition	audio ML, librosa	View
Sports Analytics Project	EDA, sports ML	View
Sports Image Classification	CNN, image classification	View
SQL injection detection	NLP, cybersecurity ML	View
Stock Price Analysis	time series, pandas	View
Text Summarization Model	NLP, summarization	View
Time Series Forecasting with Python	time series, statsmodels	View
Traffic Sign Recognition	CNN, OpenCV	View
Unique Chatbot	NLP, chatbot	View
Vehicles and Pedestrian Detection	YOLO, OpenCV	View
Web Traffic Time series forecasting	time series, forecasting	View
Website Classification	NLP, URL classification	View
Youtube Comment Analysis	NLP, sentiment analysis	View
Startup_Profit_Prediction	regression, business ML	View
TCS Stock Analysis	EDA, financial analysis	View
Maternal Health Risk Prediction	classification, health ML	View

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🔴 Advanced

Prerequisites: Intermediate topics, strong Python, math (Linear Algebra, Calculus)
Key Libraries: TensorFlow, PyTorch, Keras, OpenCV, Reinforcement Learning libraries

Project Name	Key Concepts/Libraries	Link
Advanced Visualizations	advanced matplotlib, plotly, d3	View
AI_Language_Learning_Assistant	LLMs, NLP pipeline	View
Algorithmic_Trading_Strategy_Optimization_Using_Genetic_Algorithms	Genetic Algorithms, finance ML	View
Anomaly Detection in Transactions using Deep Learning	Deep Learning, fraud detection	View
Artificial neural network from scratch	ANN from scratch, numpy	View
Automated Financial Reporting with Deep Learning	Deep Learning, finance	View
Automatic Summarization of Scientific Papers	NLP, transformers, BERT	View
Bidirectional LSTM	BiLSTM, sequence modelling	View
Deepfake_video_detection	Deep Learning, video analysis	View
Digital Image Tampering Detection	CNN, forensics ML	View
Dynamic Hedging Strategies using Reinforcement Learning	RL, finance	View
Feed-Forward Neural Networks (Deep Learning Algorithm)	ANN, backpropagation, Keras	View
Feature Selection using Genetic Algorithm	Genetic Algorithm, optimization	View
Football_Analyser_using_YOLO	YOLO, real-time detection	View
Generating 3D Design Voxels using GANs	GANs, 3D generation	View
GRAD-CAM-Visualizer	CNN explainability, Grad-CAM	View
GUI-JARVIS	AI assistant, voice, NLP	View
Handwritten Equation Solver using CNN	CNN, OCR, math	View
Image Captioning	CNN + LSTM, attention	View
Image Stitching	OpenCV, computer vision	View
ImageGen using GANs	GANs, image generation	View
Indian Currency Detection using DL	Deep Learning, object detection	View
LLM Copilot Extension for VS Code IDE	LLMs, VS Code extension	View
LSTM from Scratch	LSTM, numpy, RNN	View
Music Generation using LSTM	LSTM, audio generation	View
optimized the trading strategy based on sentiment analysis	RL, NLP, finance	View
Optimizing_Dividend_Capture_Strategies_Using_Genetics_Algorithms	Genetic Algorithms, finance	View
Pension Fund Optimization	optimization, finance ML	View
Perceptron From Scratch	neural network basics, numpy	View
PortFolio Optimaization Using Genetic Algorithm	Genetic Algorithm, finance	View
Predicting Next Sequence Of Numbers Using LSTM	LSTM, sequence prediction	View
Quantitative Finance Strategy Development	quant finance, ML	View
Speech-to-Image Generator	multimodal ML, generation	View
Sudoku Solver using CNN	CNN, constraint solving	View
Time-Series LSTM Model	LSTM, advanced time series	View
Transfer Learning	fine-tuning, pretrained models	View
Virtual Drag and Drop Using OpenCV	OpenCV, gesture control	View
Waste Management through Reinforcement Learning	RL, environment simulation	View
WEAPON-DETECTION-SYSTEM	YOLO, object detection	View
Web-Scraping-with-Beautiful-Soup-master	BeautifulSoup, scraping	View
Windy_Grid_World_RL	Reinforcement Learning, Q-learning	View
pulselang	programming language, compiler	View
PulseLangX	language processing	View
pytorch_tabular	PyTorch, tabular data	View
Tensorflow.js Demo	TensorFlow.js, browser ML	View

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📌 Notes

• This roadmap is updated as new projects are added to ML-CaPsule
• Each project folder contains its own README with setup instructions
• If you're unsure where to start, begin with Basics of ML and DL
• Have suggestions? Open an issue or submit a PR

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Made with ❤️ for the ML-CaPsule community | GSSoC 2026 Contribution