Browse Library
Sign In Start Free Trial
Close icon Search icon
Account
Browse Library Sign In Start Free Trial

Add to playlist

Create a Playlist

Modal Close icon
You need to login to use this feature.
  • Book Overview & Buying AI Crash Course
  • Table Of Contents Toc
AI Crash Course

AI Crash Course

By : Hadelin de Ponteves
4 (24)
Buy this Book
close
close
AI Crash Course

AI Crash Course

4 (24)
By: Hadelin de Ponteves
Buy this Book

Overview of this book

Welcome to the Robot World … and start building intelligent software now! Through his best-selling video courses, Hadelin de Ponteves has taught hundreds of thousands of people to write AI software. Now, for the first time, his hands-on, energetic approach is available as a book. Starting with the basics before easing you into more complicated formulas and notation, AI Crash Course gives you everything you need to build AI systems with reinforcement learning and deep learning. Five full working projects put the ideas into action, showing step-by-step how to build intelligent software using the best and easiest tools for AI programming, including Python, TensorFlow, Keras, and PyTorch. AI Crash Course teaches everyone to build an AI to work in their applications. Once you've read this book, you're only limited by your imagination.
Table of Contents (17 chapters)
close
close
close
Preface
Icon
Preface
Icon
Who this book is for
Icon
What this book covers
Icon
To get the most out of this book
Icon
Get in touch
Lock Free Chapter
1
Welcome to the Robot World
Icon
Welcome to the Robot World
Icon
Beginning the AI journey
Icon
Four different AI models
Icon
Where can learning AI take you?
Icon
Summary
2
Discover Your AI Toolkit
chevron up
Icon
Discover Your AI Toolkit
Icon
The GitHub page
Icon
Colaboratory
Icon
Summary
3
Python Fundamentals – Learn How to Code in Python
Icon
Python Fundamentals – Learn How to Code in Python
Icon
Displaying text
Icon
Variables and operations
Icon
Lists and arrays
Icon
if statements and conditions
Icon
for and while loops
Icon
Functions
Icon
Classes and objects
Icon
Summary
4
AI Foundation Techniques
Icon
AI Foundation Techniques
Icon
What is Reinforcement Learning?
Icon
The five principles of Reinforcement Learning
Icon
Summary
5
Your First AI Model – Beware the Bandits!
Icon
Your First AI Model – Beware the Bandits!
Icon
The multi-armed bandit problem
Icon
The Thompson Sampling model
Icon
Summary
6
AI for Sales and Advertising – Sell like the Wolf of AI Street
Icon
AI for Sales and Advertising – Sell like the Wolf of AI Street
Icon
Problem to solve
Icon
Building the environment inside a simulation
Icon
AI solution and intuition refresher
Icon
Implementation
Icon
Summary
7
Welcome to Q-Learning
Icon
Welcome to Q-Learning
Icon
The Maze
Icon
The whole Q-learning process
Icon
Summary
8
AI for Logistics – Robots in a Warehouse
Icon
AI for Logistics – Robots in a Warehouse
Icon
Building the environment
Icon
Implementation
Icon
Summary
9
Going Pro with Artificial Brains – Deep Q-Learning
Icon
Going Pro with Artificial Brains – Deep Q-Learning
Icon
Predicting house prices
Icon
Deep learning theory
Icon
Deep Q-learning
Icon
Summary
10
AI for Autonomous Vehicles – Build a Self-Driving Car
Icon
AI for Autonomous Vehicles – Build a Self-Driving Car
Icon
Building the environment
Icon
AI solution refresher
Icon
Implementation
Icon
The demo
Icon
Summary
11
AI for Business – Minimize Costs with Deep Q-Learning
Icon
AI for Business – Minimize Costs with Deep Q-Learning
Icon
Problem to solve
Icon
Building the environment
Icon
AI solution
Icon
The demo
Icon
Recap – The general AI framework/Blueprint
Icon
Summary
12
Deep Convolutional Q-Learning
Icon
Deep Convolutional Q-Learning
Icon
What are CNNs used for?
Icon
How do CNNs work?
Icon
Deep convolutional Q-learning
Icon
Summary
13
AI for Games – Become the Master at Snake
Icon
AI for Games – Become the Master at Snake
Icon
Problem to solve
Icon
Building the environment
Icon
AI solution
Icon
Implementation
Icon
The demo
Icon
Summary
14
Recap and Conclusion
Icon
Recap and Conclusion
Icon
Recap – The general AI framework/blueprint
Icon
Exploring what's next for you in AI
15
Other Books You May Enjoy
Icon
Other Books You May Enjoy
Icon
Leave a review - let other readers know what you think
16
Index
Icon
Index

Colaboratory

Colaboratory is a free and open source environment for Python development that requires no setup and runs entirely on the cloud. It contains all the pre-installed packages required for your AI implementations so that they are ready to run with a simple plug and play process. By plug, I just mean to copy and paste the code inside a new Colab file (I'll explain how to open one next), and by play, I just mean to click on the play button (an example of that follows).

Here is the link to the main page of Colaboratory:

https://colab.research.google.com/notebooks/welcome.ipynb

You should get a page like this:

Figure 2: Colaboratory – main page

Click File in the upper left, and then click New Python 3 notebook:

Figure 3: Colaboratory – opening a notebook

Then you will get this view. Paste your Python code inside the cell (red arrow). That's the "plug" part:

Figure 4: Colaboratory – the...

CONTINUE READING
83
Tech Concepts
36
Programming languages
73
Tech Tools
Icon Unlimited access to the largest independent learning library in tech of over 8,000 expert-authored tech books and videos.
Icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Icon 50+ new titles added per month and exclusive early access to books as they are being written.
AI Crash Course
End of Section 2
Next Section
notes
bookmark Notes and Bookmarks search Search in title playlist Add to playlist download Download options
font-size Font size

Change the font size

margin-width Margin width

Change margin width

day-mode Day/Sepia/Night Modes

Change background colour

Close icon Search
Country selected
Close icon Your notes and bookmarks

Confirmation

Modal Close icon
claim successful
Order Page Read Now

Buy this book with your credits?

Modal Close icon
Are you sure you want to buy this book with one of your credits?
Close
YES, BUY

Submit Your Feedback

Modal Close icon
Modal Close icon
Modal Close icon