Beginning Machine Learning with TensorFlow.js – Gant Laborde

Beginning Machine Learning with TensorFlow.js – Gant Laborde

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
• 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

    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!

  Salepage

  PLEASE CHECK ALL CONTENTS HERE: