Tutorial: What is Keras? Why use it?

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Course Content
Course Summary
Course Files
Intro to Course
What is Machine Learning? - 07:47
Basics of Machine Learning - 06:34
Installing Anaconda / Python Environment - 07:26
Downloading / Setting Up Atom and Plugins - 09:02
Python Basics
Variables in Python - 08:24
Functions, Conditionals, and Loops in Python - 09:50
Arrays and Tuples in Python - 13:52
Importing Modules in Python - 05:22
Building a Classification Model
What is scikit-learn? Why use it? - 03:52
Installing scikit-learn and scipy with Anaconda - 03:28
Intro to the Iris Dataset - 03:28
Datasets: Features and Labels Explained - 07:39
Loading the Iris Dataset / Examining and Preparing Data - 09:27
Creating / Training a KNeighborsClassifier - 09:43
Testing Prediction Accuracy with Test Data - 12:08
Building Our Own KNeighborsClassifier - 18:00
Building a Convolutional Neural Network
What is Keras? Why use it? - 08:02
What is a Convolutional Neural Network (CNN)? - 26:30
Installing Keras with Anaconda - 04:38
Preparing Dataset for a CNN - 17:38
Building / Visualizing a CNN using Sequential: Part 1 - 14:07
Building / Visualizing a CNN using Sequential: Part 2 - 19:41
Training CNN / Evaluating Accuracy / Saving to Disk - 17:54
Switching Python Environments / Converting to Core ML Model - 13:39
Building a Handwriting Recognition App
Intro to App â€“ Handwriting - 02:56
Building Interface / Wiring Up - 11:43
Drawing On Screen - 21:01
Importing Core ML Model / Reading Metadata - 05:17
Utilizing Core ML / Vision to Make Prediction - 17:31
Handling / Displaying Prediction Results - 15:14
Core ML Basics
Intro to App â€“ Core ML Photo Analysis - 04:26
What is Machine Learning? - 07:47
What is Core ML? - 05:04
Creating Xcode Project - 02:43
Building ImageVC in Interface Builder / Wiring Up - 07:41
Creating ImageCell - 08:13
Creating FoodItems Helper File - 07:02
Creating Custom 3x3 Grid UICollectionViewFlowLayout - 09:12
Choosing, Downloading, Importing Core ML Model - 05:18
Passing Images Through Core ML Model - 12:19
Handling Core ML Prediction Results - 09:42
Challenge â€“ Core ML Photo Analysis - 01:16

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What is Keras? Why use it?

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