创建 ML - 终极 IOS 机器学习课程 [2023]
Create ML - The Ultimate IOS Machine Learning Course [2023]
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- 1. Course Introduction
- 1. Course Introduction
- 2. Getting Started with Create ML
- 1. Templates Overview
- 2. Installing Create ML
- 3. Image Classification
- 1. Image Classifier Intro
- 2. Efficiently Downloading Custom Datasets for Image Classification
- 3. Augmentations for Image Classification
- 4. Training and Testing the Image Classifier model
- 5. Integrating the Image Classification Model in an IOS App
- 6. Running and Testing the classifier on the IOS App
- 4. Object Detection
- 1. Object Detection Intro
- 2. Labeling the Object Detection Dataset
- 3. Training the Object Detection models
- 4. Integrating the Object Detection Model in an IOS App
- 5. Style Transfer
- 1. Style Transfer
- 6. Sound Classification
- 1. Sound Classification Intro and Training
- 2. Integrating the Sound Classifier in an IOS App
- 7. Recommender Models
- 1. Recommender Intro and Movie Recommendation use case, training, and testing
- 2. Integrating the Movie Recommender in an IOS App
- 8. Tabular Regression
- 1. Introducing, Training and Testing a Wine Quality Tabular Regression Model
- 2. Integrating the Wine Quality Model into an IOS Application
- 9. Tabular Classification
- 1. Introducing, Training and Testing Tabular Classification Models
- 2. Integrating an Iris Tabular Classifier in an IOS App
- 10. Text Classification and Sentiment Analysis
- 1. Text Classification and Sentiment Analysis - Introduction, Training and Testing
- 2. Integrating the Model in a Mobile Application reviewing airline online reviews
- 11. Word Tagging
- 1. Word Tagging Introduction and Preparing the Data
- 2. Training a Word Tagger
- 3. Integrating the Word Tagger in an Application
- 12. Large Language Models, GPT-3 GPT-4 Chat API Integration
- 1. Large Language Models Intro, GPT context, content, and parameters
- 2. GPT API Integration and Calls from an IOS Application