Course Information
Course Overview
Learn to build & code AI models using Scratch
What is Artificial Intelligence? How does it impact our daily life? How to create Machine Learning models?.... In this course, we will answer all of those questions and many more while teaching you how to implement simple ML models for the real world using Scratch!
Through this course you will develop your skills and knowledge in the following areas:
The concept of Artificial Intelligence, when and how it started.
The different types and techniques in AI
Explore Machine Learning and how it works
Differentiate between different Machine Learning types
Explore Machine Learning Algorithms
Develop Machine Learning programs in various areas
Build a variety of AI systems and models.
how Machine learning can be used to make software and machines more intelligent.
Differentiate between supervised learning and unsupervised learning
Differentiate between Classification and Regression
How chatbots are created
Detailed course outline:
Introduction to AI
- Overview on history and Fields of AI:
- Explore AI activities and games
- Programming and AI
- What is programming
- Create and code a shooting game
Artificial Intelligence Applications
- Explore different AI applications
- Explore different AI branches
- Create and code an advanced shooting game
Introduction to Machine Learning
- Overview of Machine Learning
- Explore Ai game that uses Machine Learning
- Differentiating between Machine Learning models
- develop a smart game using machine learning algorithms with Scratch
Introduction to supervised learning
- Overview of supervised learning
- Explore an AI game that uses a supervised learning algorithm
- Differentiating between classification and regression
- create a smart classroom project using scratch
Introduction to Classification
- taking a look into Classification applications
- Explore AI activity that uses classification
- Learn about confidence threshold
- Project: create a model that can differentiate between Cats, Dogs and Ducks
Text Classification
- Overview of Text classification
- Explore how chatbots are created
- learn about Sentiment Analysis
- Project: create a chatbot
checkpoint
- summary of previous classes
- Take a mid-course quiz
- Project: sort different vegetables and fruits in the fridge based on their category
Introduction to datasets and regression
- What is data
- What is regression
- Explore a regression activity
Introduction to decision trees
- Overview of decision trees
- Explore decision trees applications
- Project: create a Tic Tac Toe game using the decision trees algorithm
- Inspect the Decision tree structure
- what is Pruning and why do we need it while applying decision trees
- Project: create a Pac-Man game using decision trees
AI activities
- Interact with different AI activities ( Music, Pac-Man, POGO,....)
AI Applications and Course Summary
- Summary of the course
- Explore advanced ai applications
- End-of-course assessment
- Develop an advanced AI chatbot
Course Content
- 12 section(s)
- 65 lecture(s)
- Section 1 Introduction
- Section 2 Artificial Intelligence
- Section 3 Machine Learning
- Section 4 Supervised Learning
- Section 5 Classification
- Section 6 Chatbots
- Section 7 Checkpoint!
- Section 8 Datasets and Regression
- Section 9 Decision Trees
- Section 10 Decision Trees Continued
- Section 11 AI Activities
- Section 12 AI Applications and Course Summary
What You’ll Learn
- Define and understand the meaning of AI and machine learning and explore their applications, Explore the different types and techniques in AI, Explore Machine Learning and how it works, Differentiate between various Machine Learning types, Implement different Machine Learning Algorithms, Develop Machine Learning programs in various areas.
Skills covered in this course
Reviews
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YYan Long
Easy to understand, but lots of info!
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UUdemy User
It was amazing. Earlier I was not interested in AI/ML but now I am very interested in taking other AI courses.
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AAniket Choubey
very good I like it and it can help me learn more about ai
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MMuslim Bin Irfan
This has taught me lots of new things