ML Notation / Equations

Probability

What is Probability
Bayes Theorem
Random Variables
Discrete Distributions
Continuous Distributions
Joint Distributions
Covariance and Correlation
Estimators and Sampling Distributions
Moments Generating Functions
Maximum Likelihood Estimation
Confidence Interval
Hypothesis Testing

Calculus

Introduction
Derivatives and Partial Derivatives

Algebra

Algebra Introduction

Deep learning

What is Deep Learning
Vectors, Matrices, and Tensors
Loss Functions
Evaluation Metrics

Mathematics

Linear Algebra
Statistics

Algorithms

Sorting Algorithms
Graphs Data Structure
Tree Data Structure
Shortest Path Algorithms
Greedy Algorithms

Graph Theory

What is Graphs Theory
Graph Neural Networks
Graph Equations

Learn Pytorch

Pytorch Fundamental
Pytorch Workflow
PyTorch Neural Network Classification

Recommendation System

Recommendation Systems
Matrix Factorization

Practice

Probability solutions
R Solutions

ml_notes.akkefa.com

Probability solutions
Edit on GitHub

Probability solutions

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