Gant – Beginning Machine Learning with TensorFlow.js (Infinite Red Academy 2020)

Gant - Beginning Machine Learning with TensorFlow.js (Infinite Red Academy 2020)
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Gant - Beginning Machine Learning with TensorFlow.js (Infinite Red Academy 2020)

Gant – Beginning Machine Learning with TensorFlow.js (Infinite Red Academy 2020)

Want a job in 2025? learning about AI now. The good news is, you don’t need a PhD, Masters or even four-year degree to successfully apply AI in your work. All you need is a working knowledge of JavaScript.

This three-week course provides a visual introduction to the world of Machine Learning with Javascript, the world’s most popular programming language.

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
Welcome
  • Preview

    Course Overview (1:53)

  • Preview

    Our Approach (2:39)

  • Course – Code of Conduct
Week 1 – Welcome to Machine Learning
  • Preview

    Week 1 – Overview (1:16)

  • Preview

    The Parts – Part 0 (1:44)

  • The Parts – Part 1 (2:16)
  • Machine Learning Models (6:16)
  • Machine Learning Model Quiz
  • Machine Learning Tensors (2:36)
  • Machine Learning Tensors Quiz
  • TensorFlow.js
  • TensorFlow.js First Contact (12:27)
  • TensorFlow.js Quiz
  • Real World Splashdown (4:20)
  • Welcome to Machine Learning Homework
  • Welcome to Machine Learning Homework Solution
  • Week 1 – FAQ
  • BONUS: face-api.js
Week 2 – Tensor Acrobatics
  • Week 2 – Overview (1:22)
  • A Tour of TensorPlayground.com (5:03)
  • Meet the Tensor (7:01)
  • Image Tensor Basics (19:59)
  • Image to Tensor and Back (7:37)
  • Intermediate Tensor Manipulation (11:04)
  • OLD TV Fun Tensor Challenge – Exercise
  • First Tensors Quiz
  • Playing with Dogs-N-Cats (14:15)
  • Advanced Tensor Manipulation (28:38)
  • Trashy Tensors (8:34)
  • Second Tensor Quiz
  • Playground Homework
  • Playground Homework Solution
  • Sandbox Homework
  • Sandbox Homework Solution
  • Week 2 – FAQ
  • BONUS: Color Blind Tensors (9:08)
  • Preview

    BONUS: TensorFlow.js Cheat Sheet!

Week 3 – Using TensorFlow.js
  • Week 3 – Overview (1:15)
  • The Rock Paper Scissors Tour (13:04)
  • FizzBuzz – Consuming Models (31:20)
  • The Zoo (10:27)
  • Converting Models (11:16)
  • Training in Browser – Introduction (23:43)
  • FizzBuzz – Training In Browser (27:12)
  • A Tour through Neural Networks (20:10)
  • Intermediate Tensor Quiz
  • Convolutions and Max Pooling Images (15:30)
  • Jargon-lytics
  • Training in Browser – Deep Dive (30:44)
  • Using TensorFlow.js Quiz
  • TFJS Vis – Homework
  • Week 3 – FAQ
Final
  • Review
  • Beginning Machine Learning with TFJS Final
  • Thank You from Infinite Red (0:19)
  • What Next?
Extras
  • Preview

    Student Hall of Fame

  • Preview

    Credits

Shipping method

– After making a purchase, you will see a View your order link to the Downloads page. Here you can download all the files related to your order.
– In case the link is broken for any reason, please contact us and we will resend a new download link.
– If you can’t find the download link, please don’t worry about it. This course is usually available and shipped within one day
– The course you purchased will have lifetime access
– Our support staff is the best by far! Please contact us at email: [email protected] and we will be happy to help!

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