AI Programming in C# – Beginner to Expert

Features 14 hands-on projects and 16 hours of content. Code AI, ML, Neural Networks, and more in C#!

Created by: Robert Gioia
Senior Solutions Architect | Android | iOS | Game Dev | C#

What Will I Learn?

• Build 14 hands-on AI projects using C#
• Create an AI that navigates mazes using the TorchSharp library
• Code a Neural Network and understand how they are architected
• Learn how to create machine learning models
• Build a classification AI that can tell if a movie review is positive or negative
• Create an image classification AI that can tell the difference between puppies and kittens
• Code a regression AI that predicts housing prices
• Build a forecasting AI that predicts the future prices of stocks
• Create a movie recommendation AI that can suggest movies based on past viewing history
• Code a sentiment analysis AI that determines if a movie review is positive or negative
• Build an anomaly detection AI that can spot anomalies in network data, like security threats
• Develop a text generation AI that generates Shakespearean-style text.
• Create a time series analysis AI will be able to predict future website traffic
• Code a clustering AI that groups customers into clusters based on their purchase history
• Build a reinforcement learning AI that learns how to play tic tac toe
• Develop an artificially intelligent game character that performs collection, pathfinding, and obstacle avoidance in the Unity game engine
• Gain an understanding of Large Language Models (LLM)
• Master using ChatGPT to become more productive and assist you in daily tasks
• Learn Linear Algebra and its applications to AI development
• Understand AI algorithms like Q-Learning, Policy Gradient, A*, and more
• Learn the best practices for optimizing and fine-tuning AI models
• Gain an understanding of data manipulation and analysis
• Get hands-on experience with scientific computing using NumSharp
• Use the Deedle library to perform time series data analysis
• Includes a C# Refresher section to brush up on key skills and concepts

Requirements

• A computer running Windows, Mac, or Linux
• Basic knowledge of C# programming (but a refresher section is included in the course)
• Excitement about the topic of AI
• All programs used are FREE (Unity requires email to create free account)

Target audience

• Anyone that wants to learn AI programming using C#
• C# developers that want to use AI to take their career to the next level
• Beginners that haven’t worked with AI and want to obtain mastery of it