From the course: The AI Ecosystem for Developers: Models, Datasets, and APIs
Unlock this course with a free trial
Join today to access over 24,600 courses taught by industry experts.
Foundational AI image datasets
From the course: The AI Ecosystem for Developers: Models, Datasets, and APIs
Foundational AI image datasets
- [Instructor] There has been a lot of interesting work done with images in AI. This means there are several image data sets available. In this video, we will explore a range of foundational AI image datasets together. Foundational datasets are datasets that serve as the basis for training, evaluating, and benchmarking AI models. They are well established, widely used in research, and often designed to cover fundamental tasks. The key characteristics of foundational datasets are broad applicability. They are used across multiple AI applications and research areas. They are well documented and created. Often created with standardized labeling and annotation. They are used as benchmarking standards. That means they serve as reference point to compare model performance. They're publicly available, typically freely accessible for researchers and developers to experiment with, and many of them have historical significance. That means they have played a key role in advancing AI techniques…
Practice while you learn with exercise files
Download the files the instructor uses to teach the course. Follow along and learn by watching, listening and practicing.
Contents
-
-
-
-
-
(Locked)
Introduction to AI datasets6m 29s
-
(Locked)
Foundational AI image datasets8m 1s
-
(Locked)
Explore CIFAR-10 image dataset3m 46s
-
(Locked)
Foundational AI text datasets5m 18s
-
(Locked)
Explore Brown Corpus text dataset4m 39s
-
(Locked)
Foundational AI speech datasets4m 34s
-
(Locked)
Explore LibriSpeech dataset7m 1s
-
(Locked)
-
-
-