Greetings and welcome to my collection of notes on Machine Learning.

I am Ikram Ali, a proficient Lead Data Scientist with substantial experience in the field. For further information regarding my credentials, please refer to my LinkedIn and Github profiles

• https://www.linkedin.com/in/akkefa/

• https://www.github.com/akkefa

I would like to offer concise definitions and comprehensible explanations of Machine Learning and Deep Learning.

Contents

• Mathematical Notation

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

Deep learning

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

Mathematics

• Calculus
• Linear Algebra
• Statistics

Algorithms

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

Learn Pytorch

• Pytorch Fundamental
• Pytorch Workflow
• PyTorch Neural Network Classification

Practice

• Probability solutions
• R Solutions

Indices and tables

• Index

• Module Index

• Search Page