Udemy – Artificial Intelligence: Optimization Algorithms in Python 2020-11

Artificial Intelligence: Optimization Algorithms in Python, What would an “optimal world” look like to you? Would people get along better? Would transport run faster? Would we take better care of our environment? Many data scientists choose to optimize by using pre-built machine learning libraries. But we think that this kind of ‘plug-and-play’ study hinders your learning. That’s why this course gets you to build an optimization algorithm from the ground up. In Artificial Intelligence: Optimization Algorithms in Python, you’ll get to learn all the logic and math behind optimization algorithms. With two highly practical case studies, you’ll also find out how to apply them to solve real-world problems. In the first case study, we’ll optimize travel plans for six friends who want to fly out from the same airport. In the second case study, we’ll optimize the way university administrators allocate dorm rooms to new students. On the way, we’ll learn what optimization algorithms are. We’ll find out how they can be applied to daily business practice. And we’ll see how they can learn by themselves.

What you’ll learn

• Learn the theory and implement optimization algorithms from scratch for solving real problems
• Implement step by step the following algorithms in Python: random search, hill climb, simulated annealing, and genetic algorithms
• Solve real problems for optimizing flight calendars and dormitory room optimization (limited resources)
• Implement optimization algorithms using predefined libraries

Who this course is for

• Beginners who are starting to learn about Artificial Intelligence
• People interested in the theory of optimization algorithms
• Undergraduate students who are studying subjects related to Artificial Intelligence
• People interested in solving real problems using optimisation algorithms
• Anyone interested in Artificial Intelligence

Specificatoin of Artificial Intelligence: Optimization Algorithms in Python

• Publisher : Udemy
• Teacher : Jones Granatyr , SuperDataScience Team , Ligency Team , AI Expert Academy
• Language : English
• Level : Beginner
• Number of Course : 60
• Duration : 6 hours and 45 minutes

Content on 2024-3

Requirements

• Programming logic (if, while and for statements)
• Basic Python programming
• No prior knowledge about Artificial Intelligence

Pictures

Sample Clip

Installation Guide

Extract the files and watch with your favorite player

Subtitle : English

Quality: 720p

Download Links

Download Part 1 – 1 GB

Download Part 2 – 1 GB

Download Part 3 – 295 MB

File size

2.28 GB