University of Central Florida

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University of Central Florida
Introduction to Computer Vision - Lecture 1

Introduction to computer vision concepts, applications, and recent advancements. Explores visual perception, image types, object r...

Free Computer Science Intermediate English 49 minutes
Open
University of Central Florida
CAP5415 - Digital Image Processing: Filtering and Noise Reduction - Lecture 3

Explore image processing fundamentals, including digitization, histograms, noise types, and filtering techniques. Learn about deri...

Free Computer Science Intermediate English 1 hour 16 minutes
Open
University of Central Florida
Introduction to Neural Networks - Lecture 5

Introduction to neural networks, covering object classification, image representation, and machine learning fundamentals. Explores...

Free Computer Science Intermediate English 1 hour 13 minutes
Open
University of Central Florida
Introduction to Convolutional Neural Networks - Part 1 - Lecture 6

Comprehensive introduction to Convolutional Neural Networks, covering history, architecture, key concepts, and applications in ima...

Free Computer Science Intermediate English 58 minutes
Open
University of Central Florida
CAP5415 - Introduction to Convolutional Neural Networks Part 2 - Lecture 6

Explore convolutional neural networks' architecture, layers, and features. Learn about AlexNet, pooling, normalization, and the pr...

Free Computer Science Intermediate English 36 minutes
Open
University of Central Florida
Image Filtering, Convolution, and Edge Detection

Explore image processing techniques including filtering, convolution, and edge detection. Learn about derivatives, noise reduction...

Free Computer Science Intermediate English 1 hour 11 minutes
Open
University of Central Florida
Camera Model and Perspective Projection - Lecture 20

Explore camera models, image formation, lenses, and projection techniques. Learn about 3D relations, pose estimation, and scene un...

Free Computer Science Intermediate English 48 minutes
Open
University of Central Florida
Unmasking Clever Hans Predictors and Assessing Machine Learning - Spring 2021

Unmasking clever predictors: Explore Layer-wise Relevance Propagation and SPRAY techniques to assess machine learning models' deci...

Free Computer Science Intermediate English 47 minutes
Open
University of Central Florida
Introduction to Adversarial Attacks in Machine Learning - Lecture 1

Introduction to adversarial attacks on AI systems, covering real-world examples, attack methods, and defense strategies for variou...

Free Computer Science Intermediate English 54 minutes
Open
University of Central Florida
Keras Tutorial - Neural Network Architectures and Advanced Concepts - Part 2

Learn advanced deep learning concepts including neural networks, VGG, residual connections, autoencoders, and GANs. Explore batch...

Free Computer Science Intermediate English 2 hours 16 minutes
Open
University of Central Florida
Stable Diffusion

Explore latent diffusion models for AI image generation, including unconditional generation and super-resolution techniques.

Free Computer Science Intermediate English 30 minutes
Open
University of Central Florida
Edge Detection Techniques in Image Processing - Lecture 3

Explore edge detection techniques in image processing, from basic concepts to advanced algorithms like Canny Edge Detector, with p...

Free Computer Science Intermediate English 1 hour 10 minutes
Open