Artificial-Intelligence

Artificial Intelligence

Requirements

Python (3.5.3 or higher) is required for this course.

Pycharm is recommended however any other IDE/editor is fine :)
Install pycharm on Windows
If you choose pycharm, python can be installed without the need of another installer.

You can also do this course online by using Google Colab

Workshop

Python introduction

• Beginner cheatsheet
• Exercise
• Codewars tasks
  • 1
  • 2
  • 3
  • 4

Regression

• Before AI approach - least squares
  • Do it yourself!
  • Polynomial regression
• Machine learning concepts
• Gradient descent exercise
• More regression examples

Data classification

• Fruits classification example
  • Python solution
  • Article
  • Data
• Flower species
  • Python solution
• Unlabeled data - Clustering
  • Python solution
• K-means - Clustering
  • Python example

Image recognition

• MNIST dataset
  • Solutions comparison
  • Mnist dataset classification using tensorflow
• Dogs vs Cats

Language

• Sentiment analysis
  • Theory
  • Example2
• Language modeling

Further examples/exercises

• Python machine learning book
• Learn data science
• Cats/dogs
• CNN for CIFAR-10
• Python AI examples
• Scikit tutorial