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JohnsonAI
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Posts : 10
Join date : 2019-03-04

Potential AI Textbooks Empty Potential AI Textbooks

Mon Mar 04, 2019 8:37 am
I'm looking to select a class textbook for next year.

What I'd like:
1. Something that includes sections on neural networks and decision trees.
2. Something with a solid introduction that builds up to these things in a way HS kids can make sense of.
3. Something with well-designed coding assignments and projects.

Also, I'm going to need to have a good online resource for how to quickly check programs to see if they are working correctly. It's possible this would come attached to a book, but it may be something that has to be dealt with separately.

In subsequent posts, I'm looking to get links to books we could potentially use. I'd like to get it down to a short list, and then possibly by sample copies that we can evaluate in the classroom.

I'll start us off with some links. Please add more if you're aware of others.
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JohnsonAI
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Potential AI Textbooks Empty Re: Potential AI Textbooks

Mon Mar 04, 2019 8:40 am
"Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent System",
Author: Geron, Publisher: O'Reilly

https://www.amazon.com/Hands-Machine-Learning-Scikit-Learn-TensorFlow/dp/1491962291/ref=sr_1_7?keywords=python+artificial+intelligence&qid=1551717176&s=gateway&sr=8-7
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JohnsonAI
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Potential AI Textbooks Empty Re: Potential AI Textbooks

Mon Mar 04, 2019 8:41 am
"Hands On Machine Learning with Python: Concepts and Applications for Beginners"
Author: Anderson, Publisher: AI Sciences

https://www.amazon.com/Hands-Machine-Learning-Python-Applications-ebook/dp/B07G4M16JF/ref=sr_1_6?keywords=python+artificial+intelligence&qid=1551717176&s=gateway&sr=8-6
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JohnsonAI
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Potential AI Textbooks Empty Re: Potential AI Textbooks

Mon Mar 04, 2019 8:43 am
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lucywan
Name : Lucy Wan
Posts : 4
Join date : 2019-01-28
Location : Cerritos, CA
http://lucywan.github.io

Potential AI Textbooks Empty Re: Potential AI Textbooks

Tue Mar 05, 2019 8:18 am
Make Your Own Neural Network: A Gentle Journey Through the Mathematics of Neural Networks, and Making Your Own Using the Python Computer Language
https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G
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LeeHammmm
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Name : Liam Abalos
Posts : 20
Join date : 2019-01-14
Age : 23

Potential AI Textbooks Empty Re: Potential AI Textbooks

Tue Mar 05, 2019 8:31 am
JohnsonAI wrote:"Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent System",
Author: Geron, Publisher: O'Reilly

https://www.amazon.com/Hands-Machine-Learning-Scikit-Learn-TensorFlow/dp/1491962291/ref=sr_1_7?keywords=python+artificial+intelligence&qid=1551717176&s=gateway&sr=8-7

  • Amazon's #1 choice in Computer Visions & Pattern Recognition, Neural Networks, and Natural Language Processing. Right off the bat this seems like the book for the class
  • Published in 2017, so fairly updated
  • Has the most reviews and averages 72% 5 stars along with numerous in-depth analysis praising the book
  • Reviewers say the focus is on Tensorflow and Machine Learning which is what we need
  • People love the examples and exercises that are provided
  • Negative reviews are complains about the paper and font quality and the lack of successful examples which I believe are due to bug errors and lack of effort to fix them

JohnsonAI wrote:"Hands On Machine Learning with Python: Concepts and Applications for Beginners"
Author: Anderson, Publisher: AI Sciences

https://www.amazon.com/Hands-Machine-Learning-Python-Applications-ebook/dp/B07G4M16JF/ref=sr_1_6?keywords=python+artificial+intelligence&qid=1551717176&s=gateway&sr=8-6

  • Amazon's #1 choice in Holography (Computer Technology), Holography (Computer Modelling), and Optics. Based off this, not looking the the most suited candidate
  • Published 2018, so is the most recent of the three
  • Only has 12 reviews but averages a 75% 5 star rating; however has only brief reviews of the book
  • However, those that like the book praise its ease for the beginning, love the physical book size and quality, examples and exercises are provided and thoroughly enjoyed
  • Reviewers say that the book has a focus on Machine Learning and Python, which is contrary to what Amazon praises the book for, but may have more potential that initially thought


  • Amazon's #1 choise in Graphics & Design, Graphics and Visualization, and Speech & Audio Processing. Seems like a good balance between the first book which has a priority on Tensorflow and Machine Learning with the second book that seems to have interest elsewhere. We have a good balance on not just focusing on AI but also some other things (graphics and visualization)
  • Published in 2017, so fairly updated
  • With 93 reviews it averages an 81% 5 star rating with fairly decent reviews praising the book
  • Some complain that the book is too "paint by the numbers"
  • There's a lack of exercises, only examples to blindly follow and run
  • The stress is on "more about practical techniques and python code (in Keras) than about deep learning math/theory"
  • The same reviewer who mentioned the above also said that it would be a lovely complement to the first book that is in question, presumably to have both the examples and focus on AI from the first to get a grasp on your knowledge then use this to supplement that knowledge and take it to the next level
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David Ahn
Posts : 5
Join date : 2019-01-15

Potential AI Textbooks Empty Re: Potential AI Textbooks

Tue Mar 05, 2019 8:43 am
Here's a pretty cool book. (Discovered by ML & DA on 3/5/2019, 8:37:45 AM)
Title: Artificial Intelligence A Modern Approach Third Edition
Authors: Stuart Russell, Peter Norvig

Amazon link: https://www.amazon.com/Artificial-Intelligence-Modern-Approach-3rd/dp/0136042597

More Info: http://aima.cs.berkeley.edu/contents.html

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paperfront
Posts : 7
Join date : 2019-01-14

Potential AI Textbooks Empty Berkeley Intro to AI

Wed Mar 06, 2019 8:23 am
Here is a link to all the resources in the UC Berkeley Introduction to AI class

https://inst.eecs.berkeley.edu/~cs188/sp19/
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hannahc
Posts : 4
Join date : 2019-01-28

Potential AI Textbooks Empty Re: Potential AI Textbooks

Wed Mar 06, 2019 8:40 am
Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow, 2nd Edition by Sebastian Raschka and Vahid Mirjalili
Also includes Github repository with code examples
https://www.amazon.com/Python-Machine-Learning-scikit-learn-TensorFlow/dp/1787125939/ref=dp_ob_title_bk
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JohnsonAI
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Potential AI Textbooks Empty Re: Potential AI Textbooks

Thu Mar 07, 2019 7:34 am
First draft rubric (looking for feedback before making a Google form):

1. Does the book teach neural networks and decision trees?
2. Does the built up to these techniques using a methodical approach?
3. How readable is the book given the needs of an AP CSP student?
4. Does the book have good chapter assignments (project or otherwise)?
5. Does the book have well designed project assignments with clear explanation for set up (environment, data access, etc)?
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JohnsonAI
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Potential AI Textbooks Empty Re: Potential AI Textbooks

Tue Mar 12, 2019 8:06 am
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JohnsonAI
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Potential AI Textbooks Empty Re: Potential AI Textbooks

Mon Mar 18, 2019 8:22 am
New survey for in-the-flesh textbooks:

https://goo.gl/forms/kK9XZdB62Uh0hykB3
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Potential AI Textbooks Empty Re: Potential AI Textbooks

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