Introduction
Welcome
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What you should know
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Using the exercise files
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1. Machine Learning Overview
What is machine learning?
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What is Core ML?
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What is Vision and NLP?
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2. Core ML: Basics and First Project
Existing Core ML models
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From name to gender: Your first ML app
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Add a model and prepare your inputs
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Get your first predictions
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3. Convert Models
Prepare a virtual Python environment
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Install Python dependencies
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Convert an existing machine learning model for Core ML
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4. The Vision Framework
Classify images and detect rectangles
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A quick project tour and AVFoundation
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Set up vision and rectangle detection
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Draw rectangles on the camera image
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A Core ML model for image classification
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Let's classify what the camera sees
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5. Natural Language Processing (NLP)
See NSLinguisticTagger in action
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A diary app: Search without NLP
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An NLP enhanced search
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Lemmatization in detail
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Implement an NLP enhanced filter logic
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Ex_Files_iOS_App_Dev_CoreML.zip
(1.0 GB)