Data Science Roadmap
Foundational Statistics
Probability, Distributions, Hypothesis Testing, and Statistical Significance.
Data Engineering & SQL
Handling large-scale databases, data cleaning pipelines, and SQL optimization.
Exploratory Data Analysis
Advanced Python libraries for data visualization and uncovering hidden patterns.
Checkpoint — Data Researcher
Machine Learning
Supervised and Unsupervised algorithms, Model Tuning, and Evaluation metrics.
MLOps & Deployment
Containerizing models with Docker and deploying them as scalable APIs via FastAPI.
Ultimate Goal — Senior Data Scientist