AI Programming in C# - Beginner to Expert

[BaDshaH]

Published 10/2024
Created by Robert Gioia
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 305 Lectures ( 16h 2m ) | Size: 8 GB

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

What you'll 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)

Description
The goal of this course is to take a student with little or no experience programming AI and to make them a complete master of the topic using the C# programming language.Whether you want to:Build the skills you need to land your first AI development jobTake your career to the next level by learning AI programming for improving your productivityUse your C# skills to build artificial intelligence programsUnderstand the various algorithms that are used to make AI think and learn like a humanCreate some exciting AI projects hands-on using the C# programming language.this AI Programming in C# tutorial is the course you need to do all of this, and more.Why should you learn AI Programming?AI is rapidly becoming more popular worldwide, across almost all industriesBy learning to build AI programs, you can set yourself apart and further your current careerWith the rapid growth in AI, there are many open roles for AI developersAI developers make a very lucrative salaryAI likely won't take your job.but someone else who knows how to use AI better than you mightHow is the course structured?The course goes in order building up from basic to intermediate and then to advanced.There are a total of 27 sections in the course and 14 hands-on projects that we will build step-by-step. You'll not only gain conceptual and theoretical knowledge but also get plenty of practice putting those concepts into action using C# code.Most sections of the course have a quiz at the end, then a video explaining the answers to the quiz questions. That means as you learn the material you will be ensuring that you grasp the key concepts and skills before moving onto the next topic.What topics are taught in this course?AI ConceptsGenerative AI with ChatGPTAI That Solves MazesNeural NetworksMachine Learning with ML NETHands-On: Creating a Classification AIHands-On: Building an Image Classification AIHands-On: Coding a Regression AIHands-On: Creating a Forecasting AIHands-On: Develop a Recommendation AIHands-On: Develop a Sentiment Analysis AIHands-On: Develop a Anomaly Detection AIHands-On: Develop a Text Generation AIHands-On: Develop a Time Series Analysis AIHands-On: Develop a Clustering AIHands-On: Develop a Reinforcement Learning AIData Manipulation and Analysis FundamentalsMath NET Numerics for Data AnalysisNumSharp for Scientific ComputingDeedle for Time Series Data AnalysisAccord NET for Machine Learning and Statistical AnalysisML Agents in Unity (Intelligent AI for Video Games)Best Practices and OptimizationAppendix 1: C# RefresherAppendix 2: Linear AlgebraHow is this course different from the other AI courses on Udemy?While there are plenty of AI development courses on Udemy, this course is the first one that provides a comprehensive understanding of AI programming using C#. Other courses focus on languages like Python, which is a great language that has many advantages. But if you already know C# or work a job that uses C# daily, why not learn to code AI in the language that you currently use?This course focuses on a wide range of topics including the fundamentals of AI development, machine learning, neural networks, Chat GPT, large language models, video game AI characters, classification, regression, forecasting, recommendation, sentiment analysis, anomaly detection, text generation, time series analysis, clustering, reinforcement learning, data analysis, scientific computing, statistical analysis, AI optimization, linear algebra, and C# programming.Are there real-world projects in this course where you can apply the skills you learn hands-on?There are! In fact, you will build 14 hands-on AI projects in this course! You will use your C# skills to develop:An AI that navigates mazes using the TorchSharp libraryA neural networkA classification AI that can tell if a movie review is positive or negativeAn image classification AI that can tell the difference between puppies and kittensA regression AI that predicts housing pricesA forecasting AI that predicts the future prices of stocksA movie recommendation AI that can suggest movies based on past viewing historyA sentiment analysis AI that determines if a movie review is positive, negative, or neutralAn anomaly detection AI that can spot anomalies in network data, like security threatsA text generation AI that generate Shakespearean style text based on user inputA time series analysis AI will be able to predict future website trafficA clustering AI that groups customers into clusters based on their purchase historyA reinforcement learning AI that learns how to play tic tac toeAn artificially intelligent game character that performs collection, pathfinding, and obstacle avoidance in the Unity game engineI will walk you through building each of these projects step by step, so don't worry about getting overwhelmed or stuck! My students know I break down the big concepts into digestible pieces of information that anyone can understand.Who is your instructor?My name is Rob Gioia and I currently work as a Senior Solutions Architect in New York. C# is my favorite programming language, and most industry jobs that I have held have used C# as the primary programming language.During my time working with C# both in the professional and personal capacity, I've used C# to:Teach students how to program when I worked as a teacher's assistant at the New Jersey Institute of TechnologyBuild virtual reality games to therapy children with convergence insufficiency, an eye disorder, and gamify their treatment.Build a lifestyle Scratch to Win mobile app with over 10 million installs (there was some Java programming involved in this one as well :-) )Develop card trader apps based around high end Intellectual Property like Marvel, Disney, and Star Wars.Create Udemy courses that students have used to build full length video games using Unity and C#.What if you have questions?Any questions you have can be posted to the Q&A forum or messaged to me on Udemy. I check my Udemy account every day to see if students have questions, and do my best to be as responsive and helpful as possible.If you get stuck at any point during this course, send me a message and I will get you unstuck!There is no risk in taking this course!This course comes with a full 30 day money-back guarantee. You either end up with C# skills, go on to develop great programs and potentially make an awesome career for yourself, or you try the course and simply get all your money back if you don't like it.You literally can't lose.Are you ready to master AI programming using the C# programming language and build an awesome set of AI development skills that can literally change your life? Then enroll now using the "Add to Cart" button on the right!

Who this course is for
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

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