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Gant Laborde – Beginning Machine Learning with TensorFlow.js

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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

Salepage: https://href.li/?https://academy.infinite.red/p/beginning-machine-learning-with-tensorflow-js

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