Artificial Intelligence and Machine Learning: Complete Guide

Do you want to study AI and don't know where to start? You will learn everything you need to know in theory and practice

Created by: Jones Granatyr
Professor

Created by: AI Expert Academy
Instructor

What Will I Learn?

• The theoretical and practical basis of the main Artificial Intelligence algorithms
• Implement Artificial Intelligence algorithms from scratch and using pre-defined libraries
• Learn the intuition and practice about machine learning algorithms for classification, regression, association rules, and clustering
• Learn Machine Learning without knowing a single line of code
• Use Orange visual tool to create, analyze and test algorithms
• Use Python programming language to create Artificial Intelligence algorithms
• Learn the basics of programming in Python
• Use greedy search and A* (A Star) algorithms to find the shortest path between cities
• Implement optimization algorithms for minimization and maximization problems
• Implement an AI to predict the amount of tip to be given in a restaurant, using fuzzy logic
• Use data exploration techniques applied to a COVID-19 disease database
• Create a reinforcement learning agent to simulate a taxi that needs to learn how to pick up and drop off passengers
• Implement artificial neural networks and convolutional neural networks to classify images of the characters Homer and Bart, from the Simpsons cartoon
• Learn natural language processing techniques and create a sentiment classifier
• Detect and recognize faces using computer vision techniques
• Track objects in video using computer vision
• Generate new images that do not exist in the real world using Artificial Intelligence

Requirements

• Programming logic
• It is not necessary to know Python programming language, as at the end of the course there is an annex with basic classes if this is your first contact with it

Target audience

• People interested in starting their studies in Artificial Intelligence, Machine Learning, Data Science or Deep Learning
• People who want to study Artificial Intelligence, however, don't know where to start
• Undergraduate students studying subjects related to Artificial Intelligence
• Anyone interested in Artificial Intelligence
• Entrepreneurs who want to apply machine learning to commercial projects
• Entrepreneurs who want to create efficient solutions to real problems in their companies