iOS App Development: Core ML
Offered By: LinkedIn Learning
Course Description
Overview
This course provides an introduction to the Core ML framework, and the advantages of using machine learning models, computer vision, and natural language processing in modern apps.
Syllabus
Introduction
- Welcome
- What you should know
- Using the exercise files
- What is machine learning?
- What is Core ML?
- What is Vision and NLP?
- Existing Core ML models
- From name to gender: Your first ML app
- Add a model and prepare your inputs
- Get your first predictions
- Prepare a virtual Python environment
- Install Python dependencies
- Convert an existing machine learning model for Core ML
- Classify images and detect rectangles
- A quick project tour and AVFoundation
- Set up vision and rectangle detection
- Draw rectangles on the camera image
- A Core ML model for image classification
- Let's classify what the camera sees
- See NSLinguisticTagger in action
- A diary app: Search without NLP
- An NLP enhanced search
- Lemmatization in detail
- Implement an NLP enhanced filter logic
- Next steps
Taught by
Brian Advent
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