Machine Learning Algorithms

Mackenzie Biduk 2021-2022

The following are Machine Learning algorithms I learned during the coursera Machine Learning course I took from Stanford during the summer of 2021.

01. Food Truck Profits

Supervised Learning - Regression - Linear Regression

• Supervised Learning
• Linear Regression
• Gradient Descent

02. Housing Prices

Supervised Learning - Regression - Multivariable Regression

• Supervised Learning
• Multivariable Regression
• Multivariable Gradient Descent
• Mean Normalization

03. Admissions

Supervised Learning - Classification - Logistic Regression

• Supervised Learning
• Classification
• Logistic Regression

04. Microchips

Supervised Learning - Classification - Logistic Regression

• Supervised Learning
• Classification
• Logistic Regression
• Regularization

05. Hand Writing Recognition

Supervised Learning - Classification - Naive Bayes & Neural Network

• Supervised Learning
• Classification
• Naive Bayes (One Vs All)
• Regularization
• Neural Networks
• Feedforward
• Backpropagation

06. Dam Water Flow

Supervised Learning - Regression - Linear Regression

• Supervised Learning
• Linear Regression
• Bias/Variance
• Learning Curves
• Selecting Lambda
• Training/CV/Test Data

07. Recognition Software

Supervised Learning - Classification - Support Vector Machines

• Supervised Learning
• Classification
• Support Vector Machines
• Linear Kernel

08. Engineering Graduates

Supervised Learning - Classification - Support Vector Machines

• Supervised Learning
• Classification
• Support Vector Machines
• Gaussian Kernel (Non-Linear)

09. NFL Linemen

Supervised Learning - Classification - Support Vector Machines

• Supervised Learning
• Classification
• Support Vector Machines
• Gaussian Kernel (Non-Linear)
• Selecting the Best Values for C (1/Lambda) and the Varriance

10. Spam Filter

Supervised Learning - Classification - Support Vector Machines

• Supervised Learning
• Classification
• Support Vector Machines
• Linear Kernel
• Regular Expressions

11. School Locations

Unsupervised Learning - Clustering - K-Means

• Supervised Learning
• Clustering
• K-Means

12. Image Compression

Unsupervised Learning - Clustering - K-Means

• Supervised Learning
• Clustering
• K-Means