Gant Laborde – Beginning Machine Learning with TensorFlow.js

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Beginning Machine Learning with TensorFlow.js
A visual introduction to the world of Machine Learning with the world’s most popular programming language.

Want a job in 2025? Start 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 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

Your Instructor

 Gant
Chief Innovation Officer for Infinite Red

Gant Laborde is an owner of Infinite Red, mentor, adjunct professor, published author, and award-winning speaker. For 20 years, he has been involved in software development and continues strong today. He is an “open sourcerer”, team leader, and aspires to one day become a mad scientist. He blogs, videos, and maintains popular repositories for the community. 

Gant Laborde – AI Certifications:

• TensorFlow in Practice Specialization
• Machine Learning with TensorFlow on Google Cloud Platform
• Deeplearning AI Certified
• Neural Networks and Deep Learning
• Machine Learning by Stanford University on Coursera
• Machine Learning in JavaScript with TensorFlow.js on Udemy
• Browser-based Models with TensorFlow.js on Coursera

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

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)
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
Student Hall of Fame
Credits

Beginning Machine Learning with TensorFlow.js By Gant Laborde

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