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Data Science Learning Roadmap

Complete data science learning path from statistics fundamentals to advanced machine learning and deployment.

4 Learning Stages 36+ weeks total 4 Career Paths

Learning Path

1

Foundations

6-8 weeks
Statistics & Probability
Linear Algebra Basics
Python for Data Science
SQL Fundamentals
Data Visualization
Jupyter Notebooks
2

Core Skills

8-10 weeks
Pandas & NumPy
Data Cleaning
Exploratory Data Analysis
Feature Engineering
Statistical Testing
Tableau / Power BI
3

Machine Learning

10-12 weeks
Supervised Learning
Unsupervised Learning
Model Evaluation
Ensemble Methods
Neural Networks Intro
scikit-learn
4

Advanced

12+ weeks
Deep Learning (TensorFlow/PyTorch)
NLP
Computer Vision
Time Series
MLOps & Deployment
Big Data (Spark)

Career Paths

Data Analyst

$65,000 - $100,000

Demand: Very High

Data Scientist

$95,000 - $150,000

Demand: Very High

ML Engineer

$110,000 - $170,000

Demand: High

Data Engineer

$100,000 - $155,000

Demand: Very High