AI Roadmap

Mathematics

Linear Algebra, Calculus

Differential Calculus

Statistics

Statistics, CLT

Hypothesis Testing

Probability and Sampling

AB Testing

Econometrics

Pre-requisites of Econometrics

Regressions, time series

Coding

Learn Python

Data Structures and Algorithms

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

Reinforcement Learning

Natural Language Processing (NLP)

Computer Vision

MLOps

Deployment models, CI/CD