Displaying 352 resources

2D Systems

This lecture overviews 2D Systems, as they are the primary tools for many image processing and analysis operations.  It covers the following topics in detail: Two-Dimensional Discrete LTI Systems. 2D convolutions. 2D correlation.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Understanding and mitigating bias in AI automated systems

“The AI community has been focusing on developing fixes for harmful bias and discrimination, through so-called ‘debiasing algorithms’ that either try to fix data for known or expected biases, or constrain the outcomes of a given predictive model to p
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Digital Image Filtering

This lecture overviews Image Filtering, which is very important to ensure high image quality and image denoising.  It covers the following topics in detail: Image noise. 2D FIR filters, including Moving average filters.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Lecture notes on reinforcement learning

Reinforcement learning is an appealing subject. Firstly, it is a very general concept: an agent interacts with an environment with the goal to maximize the rewards it receives from the environment.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Recommendation Systems

This lecture overviews Recommendation Systems that has many applications in Web Science, Marketing and Social Media Analytics. It covers the following topics in detail: Content Based Filtering.
Category
Recommendations towards policy changes
Source
AI-OnDemand

Stereotypes in Language & Computational Language Models

Combined knowledge from linguistics, psychology, and natural language processing.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand