mwakaba2/machine_learning_crash_course

Interactive Machine Learning Tutorials

Machine Learning Crash Course

Interactive Machine Learning Applications

Requirements

• pip
• conda
• python 3.6

Installation

conda create --name ml_cc_env python=3.6 # create environment
source activate ml_cc_env
pip install -r requirements.txt

Lessons

1. Predict Boston Housing Prices with Linear Regression
   • Notebook Location: notebooks/lesson_1_predict_boston_housing_prices.ipynb
   • Covers the innerworkings of univariate and multivariate linear regression
   • Covers Gradient Descent and Normal Equation Algorithms
2. Predict Breast Cancer with Logistic Regression
   • Notebook Location: notebooks/lesson_2_predict_breast_cancer.ipynb
   • Covers the innerworkings of binary logistic regression

Resources

Great Beginner Machine Learning Courses

• Andrew Ng's Machine Learning Course](https://www.coursera.org/learn/machine-learning)

Citations

Diagrams and images are from the following course. Andrew Ng's Machine Learning Course