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  • 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
  • Index
  • Edit on GitHub

Index

C | D

C

  • Continuous random variable

D

  • Discrete random variable

© Copyright 2023, Ikram Ali - mrikram1989@gmail.com. Revision 661259e0.

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