Introduction
- Introduction
Computer Vision Overview
- What is Computer Vision?
- What is Object Detection and Semantic Segmentation
Tools for creating datasets and training models
- Tools for Creating Images Dataset and Images Labeling
- Tools for Training Computer Vision Neural Networks
- MakeML overview and initial setup
Image Datasets
- Creating Object Detection Dataset
- Object Detection Dataset Formats
- Creating Semantic Segmentation Dataset
- Where to find Datasets: Dataset Store
- Images Dataset Augmentation
Training Object Detection and Semantic Segmentation Models
- Optimizing Model Training Hyperparameters
Project #1: Dribble App
- Dribble App Dataset Preparation
- Dribble App Model Training and Running on Mobile
- Dribble App iOS implementation
Project #2: Potato Computer Vision Scales
- Potato Scales Dataset Preparation
- Potato Scales Model Training and Results of Training
- Potato Scales iOS App integration
