Gant Laborde With TensorFlow.js – Beginning Machine Learning

Description

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

 

Course Overview (1:53)

 

Our Approach (2:39)

 

Course – Code of Conduct

Week 1 – Welcome to Machine Learning

 

Week 1 – Overview (1:16)

 

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

Wek 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

 

laying with Dogs-N-Cats (14:15)

 

Advanced Tensor Manipulation (28:38)

 

Trashy Tensors (8:34)

 

Second Tensor Quiz

 

Playground Homewor

Playground Homework Solution

 

Sndbox Homework

 

Sandbox Homework Solution

 

Week 2 – FAQ

 

BONUS: Color Blind Tensors (9:08)

 

BONUS: TensorFlow.js Cheat Sheet!

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