Data Science Roadmap

Mathematics

Linear Algebra, Calculus, Mathematical Analysis

Differential Calculus

Statistics

Statistics, CLT

Hypothesis Testing

Probability and Sampling

AB Testing

Econometrics

Pre-requisites of Econometrics

Regressions, time series, fitting distributions

Coding

Learn Python Programming Language

Data Structures and Algorithms (Python)

Learn SQL

Exploratory Data Analysis (EDA)

Data Understanding

Data Analysis

Visualization

Machine Learning

Classic ML (Sup. and Unsup.)

Advanced ML (Ensembles, NNs)

Deep Learning

Fully connected NN

CNN

RNN

LSTM

MLOps

Deployment models, CI/CD