Gant Laborde – Beginning Machine Learning with TensorFlow.js

Proof of item:

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

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    Course Overview (1:53)

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    Our Approach (2:39)

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    Course – Code of Conduct

  Week 1 – Welcome to Machine Learning

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    Preview

    Week 1 – Overview (1:16)

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    Preview

    The Parts – Part 0 (1:44)

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    The Parts – Part 1 (2:16)

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    Machine Learning Models (6:16)

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    Machine Learning Model Quiz

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    Machine Learning Tensors (2:36)

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    Machine Learning Tensors Quiz

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    TensorFlow.js

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    TensorFlow.js First Contact (12:27)

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    TensorFlow.js Quiz

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    Real World Splashdown (4:20)

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    Welcome to Machine Learning Homework

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    Welcome to Machine Learning Homework Solution

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    Week 1 – FAQ

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    BONUS: face-api.js

  Week 2 – Tensor Acrobatics

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    Week 2 – Overview (1:22)

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    A Tour of TensorPlayground.com (5:03)

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    Meet the Tensor (7:01)

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    Image Tensor Basics (19:59)

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    Image to Tensor and Back (7:37)

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    Intermediate Tensor Manipulation (11:04)

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    OLD TV Fun Tensor Challenge – Exercise

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    First Tensors Quiz

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

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    Advanced Tensor Manipulation (28:38)

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    Trashy Tensors (8:34)

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    Second Tensor Quiz

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    Playground Homework

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    Playground Homework Solution

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    Sandbox Homework

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    Sandbox Homework Solution

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    Week 2 – FAQ

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    BONUS: Color Blind Tensors (9:08)

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    BONUS: TensorFlow.js Cheat Sheet!

   

  Week 3 – Using TensorFlow.js

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    Week 3 – Overview (1:15)

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    The Rock Paper Scissors Tour (13:04)

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    FizzBuzz – Consuming Models (31:20)

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    The Zoo (10:27)

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    Converting Models (11:16)

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    Training in Browser – Introduction (23:43)

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    FizzBuzz – Training In Browser (27:12)

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    A Tour through Neural Networks (20:10)

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    Intermediate Tensor Quiz

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    Convolutions and Max Pooling Images (15:30)

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    Jargon-lytics

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    Training in Browser – Deep Dive (30:44)

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    Using TensorFlow.js Quiz

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    TFJS Vis – Homework

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    Week 3 – FAQ

  Final

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    Review

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    Beginning Machine Learning with TFJS Final

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    Thank You from Infinite Red (0:19)

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    What Next?

  Extras

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    Student Hall of Fame

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    Credits