Learning Roadmap
01
Python Fundamentals
Build the programming foundation required for AI and ML.
Python Basics
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Variables & Data Types
Coming soon
Conditions & Loops
Coming soon
Functions
Coming soon
Object-Oriented Programming
Coming soon
02
Python for Data Science
Learn the tools used to work with and analyze data.
NumPy
Coming soon
Pandas
Coming soon
Matplotlib
Coming soon
Data Cleaning
Coming soon
03
Mathematics for Machine Learning
Learn the mathematical concepts behind machine learning.
Linear Algebra
Coming soon
Probability
Coming soon
Statistics
Coming soon
Calculus
Coming soon
04
Machine Learning
Learn how machines learn patterns from data.
What is Machine Learning?
Coming soon
Linear Regression
Coming soon
Logistic Regression
Coming soon
Decision Trees
Coming soon
Random Forest
Coming soon
Model Evaluation
Coming soon
05
Neural Networks
Understand the foundations of modern deep learning.
Neurons & Perceptrons
Coming soon
Forward Propagation
Coming soon
Backpropagation
Coming soon
Activation Functions
Coming soon
06
Deep Learning
Move from basic neural networks to modern deep learning.
PyTorch
Coming soon
Convolutional Neural Networks
Coming soon
Recurrent Neural Networks
Coming soon
Transformers
Coming soon