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
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Week 3 – Using TensorFlow.js
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Start
Week 3 – Overview (1:15)
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Start
The Rock Paper Scissors Tour (13:04)
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Start
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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Start
FizzBuzz – Training In Browser (27:12)
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Start
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-
Preview
Student Hall of Fame
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Preview
Credits
How to actually apply concepts of Machine Learning in the real business world
Course Curriculum
Welcome-
Preview
Course Overview (1:53)
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Preview
Our Approach (2:39)
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Start
Course – Code of Conduct
Week 1 – Welcome to Machine Learning-
Preview
Week 1 – Overview (1:16)
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Preview
The Parts – Part 0 (1:44)
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Start
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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Start
Week 1 – FAQ
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Start
BONUS: face-api.js
Week 2 – Tensor Acrobatics-
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Week 2 – Overview (1:22)
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Start
A Tour of TensorPlayground.com (5:03)
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Start
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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Preview
BONUS: TensorFlow.js Cheat Sheet!
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PLEASE CHECK ALL CONTENTS HERE: WATCH HERE!
Delivery Method:
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Downloads are available once your payment is confirmed, we’ll also send you a download notification email separate from any transaction notification emails you receive from Vinlearn.
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