What is Artificial Intelligence? Machine learning and neural networks are the foundations on which you can build intelligent applications. This Artificia lntelligence introduction workshop begins by introducing you to Python and discussing AI search algorithms.

Course taught by an expert Artificial Intelligence coder.

1 day - $595.00

Prerequisites:

Some basic knowledge of Python is required.

Course Outline 

Principles of Artificial Intelligence
Fields and Applications of Artificial Intelligence
AI Tools and Learning Models
The Role of Python in Artificial Intelligence
Python for Game AI

AI with Search Techniques and Games
Heuristics
Pathfinding with the A* Algorithm
Game AI with the Minimax Algorithm and Alpha-Beta Pruning

Regression
Linear Regression with One Variable
Linear Regression with Multiple Variables
Polynomial and Support Vector Regression

Classification
The Fundamentals of Classification
Classification with Support Vector Machines

Using Trees for Predictive Analysis
Introduction to Decision Trees
Random Forest Classifier

Clustering
Introduction to Clustering
The k-means Algorithm
Mean Shift Algorithm

Deep Learning with Neural Networks
TensorFlow for Python
Introduction to Neural Networks
Deep Learning