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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
- 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)
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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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Start
Machine Learning Models (6:16)
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Start
Machine Learning Model Quiz
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Start
Machine Learning Tensors (2:36)
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Start
Machine Learning Tensors Quiz
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Start
TensorFlow.js
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Start
TensorFlow.js First Contact (12:27)
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Start
TensorFlow.js Quiz
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Start
Real World Splashdown (4:20)
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Start
Welcome to Machine Learning Homework
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Start
Welcome to Machine Learning Homework Solution
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Start
Week 1 – FAQ
-
Start
BONUS: face-api.js
Week 2 – Tensor Acrobatics-
Start
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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Start
Image Tensor Basics (19:59)
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Start
Image to Tensor and Back (7:37)
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Start
Intermediate Tensor Manipulation (11:04)
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Start
OLD TV Fun Tensor Challenge – Exercise
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Start
First Tensors Quiz
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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)
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Start
Second Tensor Quiz
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Start
Playground Homework
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Start
Playground Homework Solution
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Start
Sandbox Homework
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Start
Sandbox Homework Solution
-
Start
Week 2 – FAQ
-
Start
BONUS: Color Blind Tensors (9:08)
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Preview
BONUS: TensorFlow.js Cheat Sheet!
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Gant Laborde – Beginning Machine Learning with TensorFlow.js
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Gant Laborde – Beginning Machine Learning with TensorFlow.js