NOTE: The details of this page will be updated as I progress through course. (view progress)
I started my machine learning journey by enrolling in comprehensive online course, highly endorsed by esteemed machine learning engineers. This course places a strong emphasis on the fundamental principles and industry-leading practices.
I have no doubt that this course will equip me with the essential knowledge required to overcome any machine learning challenge that comes my way.
Data Pre-processing
- Data pre-processing
- Machine learning process
- Splitting data
- Feature scaling
- Data pre-processing
- Import library
- Import dataset
- Handling missing data
- Encoding categorical data
- Splitting dataset
- Feature scaling
Regression
- Simple linear regression
- Equation
- Ordinary Least Squares
- Import library
- Multiple linear regression
- Equation
- Assumptions of linear regression
- Dummy variables
- P-value
- Building a model
- Import library
- Polynomial regression
- Support vector regression (SVR)
- Decision tree regression
- Random forest regression
Classification
Clustering
Association Rule Learning
Reinforcement Learning
Natural Language Processing
Deep Learning
Dimensionality Reduction
Model Selection & Boosting
