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Beginning Machine Learning with TensorFlow.js – Gant Laborde
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Beginning Machine Learning with TensorFlow.js – Gant Laborde

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Description

Gant Laborde - Beginning Machine Learning with TensorFlow.js

Gant Laborde – Beginning Machine Learning with TensorFlow.js

What you get:

  • Videos and exercises from a Google-certified AI developer and experienced instructor
  • An introduction to Machine Learning models, tensors and the TensorFlow.js framework
  • Real-world examples, actionable assignments and quizzes to cement your learning
  • A certificate of completion for your LinkedIn or portfolio
  • A competitive edge in the Machine Learning world by being able to apply these concepts to your business

What you’ll learn:

  • How to implement TensorFlow.js in a web page
  • How to build image recognition systems that run 100% on the client’s browser

How to actually apply concepts of Machine Learning in the real business world

Course Curriculum

Welcome
  • Preview

    Course Overview (1:53)

  • Preview

    Our Approach (2:39)

  • Start

    Course – Code of Conduct

Week 1 – Welcome to Machine Learning
  • Preview

    Week 1 – Overview (1:16)

  • Preview

    The Parts – Part 0 (1:44)

  • Start

    The Parts – Part 1 (2:16)

  • Start

    Machine Learning Models (6:16)

  • Start

    Machine Learning Model Quiz

  • Start

    Machine Learning Tensors (2:36)

  • Start

    Machine Learning Tensors Quiz

  • Start

    TensorFlow.js

  • Start

    TensorFlow.js First Contact (12:27)

  • Start

    TensorFlow.js Quiz

  • Start

    Real World Splashdown (4:20)

  • Start

    Welcome to Machine Learning Homework

  • Start

    Welcome to Machine Learning Homework Solution

  • Start

    Week 1 – FAQ

  • Start

    BONUS: face-api.js

Week 2 – Tensor Acrobatics
  • Start

    Week 2 – Overview (1:22)

  • Start

    A Tour of TensorPlayground.com (5:03)

  • Start

    Meet the Tensor (7:01)

  • Start

    Image Tensor Basics (19:59)

  • Start

    Image to Tensor and Back (7:37)

  • Start

    Intermediate Tensor Manipulation (11:04)

  • Start

    OLD TV Fun Tensor Challenge – Exercise

  • Start

    First Tensors Quiz

  • Start

    Playing with Dogs-N-Cats (14:15)

  • Start

    Advanced Tensor Manipulation (28:38)

  • Start

    Trashy Tensors (8:34)

  • Start

    Second Tensor Quiz

  • Start

    Playground Homework

  • Start

    Playground Homework Solution

  • Start

    Sandbox Homework

  • Start

    Sandbox Homework Solution

  • Start

    Week 2 – FAQ

  • Start

    BONUS: Color Blind Tensors (9:08)

  • Preview

    BONUS: TensorFlow.js Cheat Sheet!

 

Week 3 – Using TensorFlow.js
  • Start

    Week 3 – Overview (1:15)

  • Start

    The Rock Paper Scissors Tour (13:04)

  • Start

    FizzBuzz – Consuming Models (31:20)

  • Start

    The Zoo (10:27)

  • Start

    Converting Models (11:16)

  • Start

    Training in Browser – Introduction (23:43)

  • Start

    FizzBuzz – Training In Browser (27:12)

  • Start

    A Tour through Neural Networks (20:10)

  • Start

    Intermediate Tensor Quiz

  • Start

    Convolutions and Max Pooling Images (15:30)

  • Start

    Jargon-lytics

  • Start

    Training in Browser – Deep Dive (30:44)

  • Start

    Using TensorFlow.js Quiz

  • Start

    TFJS Vis – Homework

  • Start

    Week 3 – FAQ

Final
  • Start

    Review

  • Start

    Beginning Machine Learning with TFJS Final

  • Start

    Thank You from Infinite Red (0:19)

  • Start

    What Next?

Extras
  • Preview

    Student Hall of Fame

  • Preview

    Credits

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Delivery Information

  • Upon ordering the product, a delivery email with download instructions will be sent immediately to you so that you may download your files. If you log in (or create an account) prior to purchase you will also be able to access your downloads from your account dashboard.
  • It is a digital download, so please download the order items and save them to your hard drive. In case the link is broken for any reason, please contact us and we will resend the new download link to you.
  • If you don't receive the download link, please don’t worry about that. We will update and notify you as soon as possible from 8:00 AM – 8:00 PM (UTC+8).
  • Please Contact Us if there are any further questions or concerns you may have. We are always happy to assist!

 

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