Introduction to Machine Learning

Learn the basics of machine learning, and some of the core concepts and techniques used in machine learning.

Introduction to TensorFlow

Learn the basics of TensorFlow and how to train a model to detect objects in images and videos.

- Installing TensorFlow

- Tensor basics

- Training a model

- Evaluating a model

Data annotation

Learn how to annotate images and videos to prepare them for training.

- Labeling tools

- Bounding boxes

- Polygonal annotations

- Keypoints

Data Pipeline

Learn how to create a data pipeline to prepare images for training.

- Data augmentation

- Data normalization

- Data shuffling

- Data batching

Training a Model

Learn how to train a model to detect objects in images and videos using TensorFlow.

- Training a model

- Evaluating a model

- Fine-tuning a model

- Exporting a model

Who is it for

This course is for anyone who wants to learn more about how machine learning works under the hood. No prior knowledge of machine learning or software development is required.