Artificial Intelligence A-Z™: Learn How To Build An AI
4.3 (15,835 ratings)
Course Ratings are calculated from individual students’ ratings and a variety of other signals, like age of rating and reliability, to ensure that they reflect course quality fairly and accurately.
135,467 students enrolled

Artificial Intelligence A-Z™: Learn How To Build An AI

Combine the power of Data Science, Machine Learning and Deep Learning to create powerful AI for Real-World applications!
4.3 (15,835 ratings)
Course Ratings are calculated from individual students’ ratings and a variety of other signals, like age of rating and reliability, to ensure that they reflect course quality fairly and accurately.
135,467 students enrolled
Last updated 7/2020
English
English [Auto], French [Auto], 5 more
  • German [Auto]
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  • Spanish [Auto]
This course includes
  • 16.5 hours on-demand video
  • 18 articles
  • 1 downloadable resource
  • Access on mobile
  • Certificate of Completion
What you'll learn
  • Build an AI
  • Understand the theory behind Artificial Intelligence
  • Make a virtual Self Driving Car
  • Make an AI to beat games
  • Solve Real World Problems with AI
  • Master the State of the Art AI models
  • Q-Learning
  • Deep Q-Learning
  • Deep Convolutional Q-Learning
  • A3C
Course content
Expand all 118 lectures 16:28:59
+ Welcome to the course!
9 lectures 15:56
Course Structure
00:38
BONUS: Learning Paths
00:51
Installing Anaconda
03:26
This PDF resource will help you a lot!
00:31
FAQBot!
01:29
Updates on Udemy Reviews
01:09
Your Shortcut To Becoming A Better Data Scientist!
02:05
+ ---------- Part 0 - Fundamentals Of Reinforcement Learning ----------
1 lecture 00:52
Welcome to Part 0 - Fundamentals of Reinforcement Learning
00:52
+ Q-Learning Intuition
9 lectures 01:49:25
Plan of Attack
04:03
The Bellman Equation
18:25
The "Plan"
02:12
Markov Decision Process
16:26
Policy vs Plan
12:55
Q-Learning Intuition
14:45
Temporal Difference
19:26
+ Deep Q-Learning Intuition
5 lectures 55:46
Plan of Attack
02:17
Deep Q-Learning Intuition - Learning
15:15
Deep Q-Learning Intuition - Acting
06:06
Experience Replay
15:45
Action Selection Policies
16:23
+ Deep Q-Learning Implementation
19 lectures 02:49:48
Plan of Attack
00:59
Where to get the Materials
00:07
Getting Started
05:41
Self Driving Car - Step 2
16:18
Self Driving Car - Step 3
06:44
Self Driving Car - Step 4
14:23
Self Driving Car - Step 5
05:59
Self Driving Car - Step 6
06:01
Self Driving Car - Step 7
05:46
Self Driving Car - Step 8
10:51
Self Driving Car - Step 9
17:27
Self Driving Car - Step 10
13:51
Self Driving Car - Step 11
15:21
Self Driving Car - Step 12
12:57
Self Driving Car - Step 13
12:27
Self Driving Car - Step 14
02:53
Self Driving Car - Step 15
05:28
Self Driving Car - Step 16
07:19
+ Deep Q-Learning Visualization
5 lectures 27:07
Self Driving Car - Level 1
08:51
Self Driving Car - Level 3
07:21
Self Driving Car - Level 4
06:08
Challenge Solutions
00:08
+ ---------- Part 2 - Deep Convolutional Q-Learning ----------
1 lecture 00:26
Welcome to Part 2 - Deep Convolutional Q-Learning
00:26
+ Deep Convolutional Q-Learning Intuition
3 lectures 19:16
Plan of Attack
03:26
Deep Convolutional Q-Learning Intuition
07:12
Eligibility Trace
08:38
Requirements
  • High School Maths
  • Basic Python knowledge
Description

*** AS SEEN ON KICKSTARTER ***

Learn key AI concepts and intuition training to get you quickly up to speed with all things AI. Covering:

  • How to start building AI with no previous coding experience using Python
  • How to merge AI with OpenAI Gym to learn as effectively as possible
  • How to optimize your AI to reach its maximum potential in the real world

Here is what you will get with this course:

1. Complete beginner to expert AI skills – Learn to code self-improving AI for a range of purposes. In fact, we code together with you. Every tutorial starts with a blank page and we write up the code from scratch. This way you can follow along and understand exactly how the code comes together and what each line means.

2. Code templates – Plus, you’ll get downloadable Python code templates for every AI you build in the course. This makes building truly unique AI as simple as changing a few lines of code. If you unleash your imagination, the potential is unlimited.

3. Intuition Tutorials – Where most courses simply bombard you with dense theory and set you on your way, we believe in developing a deep understanding for not only what you’re doing, but why you’re doing it. That’s why we don’t throw complex mathematics at you, but focus on building up your intuition in coding AI making for infinitely better results down the line.

4. Real-world solutions – You’ll achieve your goal in not only 1 game but in 3. Each module is comprised of varying structures and difficulties, meaning you’ll be skilled enough to build AI adaptable to any environment in real life, rather than just passing a glorified memory “test and forget” like most other courses. Practice truly does make perfect.

5. In-course support – We’re fully committed to making this the most accessible and results-driven AI course on the planet. This requires us to be there when you need our help. That’s why we’ve put together a team of professional Data Scientists to support you in your journey, meaning you’ll get a response from us within 48 hours maximum.

Who this course is for:
  • Anyone interested in Artificial Intelligence, Machine Learning or Deep Learning