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Gant Laborde With TensorFlow.js - Beginning Machine Learning
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
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
Wek 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
laying with Dogs-N-Cats (14:15)
Start
Advanced Tensor Manipulation (28:38)
Start
Trashy Tensors (8:34)
Start
Second Tensor Quiz
Start
Playground HomeworStart
Playground Homework Solution
Start
Sndbox Homework
Start
Sandbox Homework Solution
Start
Week 2 - FAQ
Start
BONUS: Color Blind Tensors (9:08)
Preview
BONUS: TensorFlow.js Cheat Sheet!
Gant Laborde - Beginning Machine Learning With TensorFlow.js on sunlurn.com