Machine Learning for Apps
Start building more intelligent apps with Machine Learning. Take advantage of this new foundational framework!
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7 hours of content
Unlimited access
Access to code forums
Devslopes Certificate of Completion
What is Machine Learning?
Basics of Machine Learning
Installing Anaconda / Python Environment
Downloading / Setting Up Atom & Plugins
Variables in Python
Functions, Conditionals, & Loops in Python
Arrays & Tuples in Python
Importing Modules in Python
What is scikit-learn? Why use it?
Installing scikit-learn & scipy with Anaconda
Intro to the Iris Dataset
Datasets: Features & Labels Explained
Loading the Iris Dataset / Examining & Preparing Data
Creating / Training a KNeighborsClassifier
Testing Prediction Accuracy with Test Data
Building Our Own KNeighborsClassifier
What is Keras? Why use it?
What is a Convolutional Neural Network (CNN)?
Installing Keras with Anaconda
Preparing Dataset for a CNN
Building / Visualizing a CNN using Sequential: Part 1
Building / Visualizing a CNN using Sequential: Part 2
Training CNN / Evaluating Accuracy / Saving to Disk
Switching Python Environments / Converting to Core ML Model
Intro to App – Handwriting
Building Interface / Wiring Up
Drawing On Screen
Importing Core ML Model / Reading Metadata
Utilizing Core ML / Vision to Make Prediction
Handling / Displaying Prediction Results
Handwriting app final source
Intro to App – Core ML Photo Analysis
What is Machine Learning?
What is Core ML?
Core ML assets
Creating Xcode Project
Building ImageVC in Interface Builder / Wiring Up
Creating ImageCell & Subclass / Wiring Up
Creating FoodItems Helper File
Creating Custom 3x3 Grid UICollectionViewFlowLayout
Choosing, Downloading, Importing Core ML Model
Passing Images Through Core ML Model
Handling Core ML Prediction Results
Challenge – Core ML Photo Analysis
Core ML final source