TensorFlow.js Mastery: Advanced Machine Learning Techniques
Created by Team Mammoth
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Skill level
All levels
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Sections
12
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Lectures
116
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Instructor
Team Mammoth
What's inside
This course includes.
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12
Sections
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116
Lectures
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118
Resources
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Certificate of completion
Included
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Mobile and desktop access
Included
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AI learning assistance
Included
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Course content
Curriculum & lectures.
+ 01a TensorFlow JS Fundamentals 4 lectures
01 What Is Machine Learning
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02 What Is Tensorflow Js
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03 Load Tensorflow Object
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Source Files
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+ 02 Identify Text Toxicity Scores 4 lectures
02-01 Load The Model With Text
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02-02 View Model Results Of Text Toxicity
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02-03 Clean Up Prediction Results
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Full Course Source Files
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+ 03 Build a Speech Recognition Drawing Site 5 lectures
03-01 Set Up The Speed Recognition Model
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03-02 Set Up The Canvas
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03-03 Classify Words Through Microphone
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03-04 Draw From User Commands
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03-05 Optimize The Drawing
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+ 04 Manage TensorFlow Memory 4 lectures
04-01 Tidy Tensors
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04-02 Keep Tensors
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04-03 Dispose Tensors
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04-04 Build A Memory Leak Example
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+ 05 Build a Housing Linear Regression Project 7 lectures
05-01 Load Json Data
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05-02 Convert Json Data To Tensor
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05-03 Visualize Dataset With Tf-Vis
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05-04 Build And Train Model
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05-05 Visualize Model's Training Epochs
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05-06 Make A Prediction
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05-07 Visualize Prediction
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+ 06 Build a Model on a Large Dataset 7 lectures
06-01 Load Dataset From Json File
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06-02 Visualize Dataset's Features
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06-03 Build A Multi Layer Model
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06-04 Extract Inputs And Outputs
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06-05 Normalize Data
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06-06 Train The Model
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06-07 Evaluate Model Performance
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+ 07 Build a Logistic Regression Model 7 lectures
07-00 What Is Logistic Regression
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07-00B Calculate Logistic Regression Accuracy
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07-01 Build A Logistic Regression Model
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07-02 Train The Logistic Regression Model
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07-03 Visualize Logistic Regression Results
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07-04 Visualize Original Data
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07-05 Visualize Model Error
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+ 08 Visualize Fast Fourier Transform 4 lectures
08-00 What Is Fast Fourier Transform
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08-01 Build And Visualize A Dataset
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08-02 Visualize Frequencies With Fast Fourier Transform
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08-03 Visualize Inverse Fast Fourier Transform
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+ 09 Visualize Principal Component Analysis 5 lectures
09-00 What Is Principal Component Analysis
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09-01 Build Principal Component Analysis
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09-02 Calculate Variance Of Data And Principal Component Analysis
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09-03 Visualize Data Slices
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09-04 Visualize Principal Component Analysis Results
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+ Introduction to HTML 15 lectures
01. Course Requirements
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02. What Is Jsbin
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03. Setting Up The Html Document
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04. Header Tags And Paragraphs Tags
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05. Styles
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06. Bold Underline And Italic Tags
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07. Adding In A Link
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08. Adding In A Image
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09. Adding A Link To An Image
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10. Lists
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11. Tables
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12. Different Kinds Of Input
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13. Adding In A Submit Button
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14. Scripts And Style Tags
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Resources
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+ Introduction to CSS 16 lectures
01. Course Requirements
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02. Html Styles Crash Course
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03. Adding Code To The CSS
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04. Adding In IDs To The CSS
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05. Classes In CSS
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06. Font Families
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07. Colors In CSS
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08. Padding In CSS
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09. Text Align And Transforms
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10. Margins And Width
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11. Changing The Body
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12. Latin Text Generator
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13. Adding In A Horizontal Menu With HTML And CSS
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14. Adding A Background Image
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15. Playing Around With Margins In CSS
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CSS Resources
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+ Introduction to Javascript 38 lectures
01. Variables
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02. Javascript
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03. Numbers
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04. Booleans
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05. If Statements
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06. Arrays
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07. For Loops
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08. While Loops
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09. Objects
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10. Functions
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11. Foreach
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12. Map Functions
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13. Using Objects As Dictionary
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14. Switch Statements
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15. Destructuring
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16. Spread Operator
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17. String Templates
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18. Error Handling
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19. Let And Const Keywords
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20. Do-While
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21. Sets
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22. Maps
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23. Stacks
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24. Queues
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25. For Loop
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26. Recursive Functions
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27. Loop Labeling
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28. 2D Arrays
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29. Settimeout
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30. Sentimental
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31. Functions With Optional Parameters
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32. Basic Regular Expression
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34. Priority Queue
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35. Add-delete Object Property
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36. Example With Sets Part 1
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36. Example With Sets Part 2
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37. Concat
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38. Flat And Flatmap
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Instructors
Taught by people who ship.
Team Mammoth
Instructor
Produced by a team of Mammoth Club industry experts. Over 14 years, Mammoth Club has built a global student community in 190+ countries with 9+ million courses sold, releasing over 1,000+ courses and 5,000+ hours of video content.
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