Gant Laborde – Beginning Machine Learning with TensorFlow.js

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• Videos and exercises from a Google-certified AI developer and experienced instructor
• An introduction to Machine Learning models, tensors and the TensorFlow.js framework

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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

• 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

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    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

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    Start

    Week 2 – Overview (1:22)

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    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)

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    Start

    Advanced Tensor Manipulation (28:38)

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    Start

    Trashy Tensors (8:34)

  •  
    Start

    Second Tensor Quiz

  •  
    Start

    Playground Homework

  •  
    Start

    Playground Homework Solution

  •  
    Start

    Sandbox Homework

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    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)

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    Start

    The Zoo (10:27)

  •  
    Start

    Converting Models (11:16)

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    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

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    Start

    Thank You from Infinite Red (0:19)

  •  
    Start

    What Next?

  Extras

  •  
    Preview

    Student Hall of Fame

  •  
    Preview

    Credits

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

Beginning Machine Learning with TensorFlow.js|Gant Laborde|Gant Laborde – Beginning Machine Learning with TensorFlow.js|Infinite Red Academy 2020

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