Displaying 147 resources

Probabilistic Logics to Neuro-Symbolic Artificial Intelligence

A central challenge to contemporary AI is to integrate learning and reasoning.
Category
Data for AI
Source
AI-OnDemand

Federated Learning

This lecture overviews  that has many applications in distributed Machine Learning and privacy protection.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Deep Reinforcement Learning

This lecture overviews Deep Reinforcement Learning that has many applications in, e.g., Game playing agents, Self-driving vehicles, Robotics (Robot cleaners) and Stock exchange agents.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Recurrent Neural Networks. LSTMs

This lecture overviews Recurrent Neural Networks and Long Short-Term Memory (LSTM) networks that have many applications in signal and video analysis. It covers the following topics in detail: Neural Networks for Sequence Analysis.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Multilayer perceptron. Backpropagation

This lecture covers the basic concepts and architectures of Multi-Layer Perceptron (MLP), Activation functions, and Universal Approximation Theorem.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Geometric Spaces

This lecture overviews Geometric Spaces that has many applications in Machine Learning and Digital Signal Processing and Analysis. It covers the following topics in detail: Vector Spaces, Affine Spaces, Metric Spaces.
Category
Data for AI
Source
AI-OnDemand

Experience Driven Content Generation

Procedural content generation (PCG) is an increasingly important area of technology within modern human-computer interaction (HCI) design.
Category
Data for AI
Source
AI-OnDemand
Software resources Software resources

Alteryx Designer

Alteryx, Inc. is a software company that provides self-service data analytics software. The company was founded in 1997 and is headquartered in Irvine, California, and has more than 8,000 customers worldwide.

Category
Data and AI Platforms, Data architecture
Target audience
ADR Experts and Associations, Private Sector, Researchers and Academic
Source
Adra-e
Software resources Software resources

DataRobot Enterprise AI Suite

DataRobot delivers AI that maximizes impact and minimizes business risk. Our AI applications and platform integrate into core business processes so teams can develop, deliver, and govern AI at scale.

Category
Data and AI Platforms, AI platform for deployment
Target audience
ADR Experts and Associations, Private Sector, Researchers and Academic
Source
Adra-e
Software resources Software resources

Dataiku Data and AI Platform

Dataiku is the platform for Everyday AI, enabling data experts and domain experts to work together to build data into their daily operations, from advanced analytics to Generative AI.

Category
Data and AI Platforms, Data architecture
Target audience
ADR Experts and Associations, Private Sector, Researchers and Academic
Source
Adra-e
Tutorial/How To/Guides Tutorial/How To/Guides

Learning Agents in AI

Learning agents are a shining example of scientific advancement in the field of artificial intelligence.

Category
Reasoning Techniques
Target audience
Individual Citizens/Members of the Society, Researchers and Academic
Source
Adra-e
Professional development resources for teachers/educators Professional development resources for teachers/educators
Tutorial/How To/Guides Tutorial/How To/Guides

Reasoning Mechanisms in AI

Artificial Intelligence (AI) systems are designed to mimic human intelligence and decision-making processes, and reasoning is a critical component of these capabilities.

Category
Reasoning Techniques
Target audience
Individual Citizens/Members of the Society, Researchers and Academic
Source
Adra-e