MLP-Homework

Syllabus

• Learning Types
  • Supervised
    • Regression
    • Classification
  • Unsupervised
  • Reinforcement Learning
• Decision Tree
• Bayesian Classifier
• Logistic Regression
• Support Vector Machines
• Ensemble Methods
• Clustering
• Q-Learning
• Presentations

Evaluation

• Midterm (20-25%)
• Final (35-40%)
• Homework (20-25%)
• Final Project (15-20%)

Introduction

To have an environment for Machine Learning course:

python3 -m venv .
. ./bin/activate
python3 -m pip install -U numpy jupyter pandas matplotlib
python3 -m pip install -U scipy
python3 -m pip install -U mypy pycodestyle

In order to create PDF version of Jupyter Notebook you need the following packages:

sudo apt install pandoc
sudo apt install texlive-xetex

Then you can run the following command to create PDF:

jupyter-nbconvert notebook.ipynb --to pdf