Data Science - Roadmap
Beginner
Data Cleaning & Preprocessing
Exploartory Data Analysis with Pandas
Data Visualization Dashboard with Matplotlib/Seaborn
Kaggle Titanic Survival Prediction
Correlation Analysis and Feature Engineering
SQL for Data Science
Intermediate
Predictive Modeling with Scikit-learn
A/B Testing and Experiment Design
Time Series Forcasting
Interactive Dashboard with Plotly or Streamlit
Data Pipeline with Pandas and Airflow
Clustering Analysis (K-Means, DBSCAN)
Advanced
NLP with Text Mining & Topic Modeling
Deep Learning for Structure Data
Recommendation Engine
Graph Analytics & Network Science
Data Science in the Cloud (AWS/GCP Pipelines)
Modeling Monitoring and Drift Detection
Productionizing Models with FastAPI or Flask
Real-Time Data Ingestion with Kafka
Building a Full-Stack ML Analytics Platform
