Online Learning Courses and Certifications

Create video, audio and infographics for online learning

108 ratings at Coursera

Learn to create engaging video, audio, and infographics for online education. Explore design principles, analyze different formats, and develop skills to enhance learning experiences through multimodal content creation.

• Coursera
• 19 hours 59 minutes
• Self-Paced
• Paid Course

Devoxx

Realtime-Cognitive IoT Using DeepLearning and Online Learning

Explore DeepLearning4J on Apache Spark for IoT anomaly detection using LSTM autoencoder neural networks. Learn scalable machine learning techniques for real-time cognitive IoT applications.

• YouTube
• 52 minutes
• Self-Paced
• Conference Talk

Paul G. Allen School

Linear Quadratic Control and Online Learning - 2019 ADSI Summer Workshop

Explore linear quadratic control and online learning with Yishay Mansour. Gain insights into algorithmic foundations of learning and control in this comprehensive workshop presentation.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Paul G. Allen School

An Online Learning Approach to Model Predictive Control - 2019 ADSI Summer Workshop

Explore online learning approaches to Model Predictive Control with Byron Boots, focusing on algorithmic foundations and innovative applications in learning and control systems.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

USENIX

Caravan - Practical Online Learning of In-Network ML Models with Labeling Agents

Practical online learning system for in-network ML models, addressing automatic labeling and efficient performance monitoring. Improves model adaptability to dynamic network environments.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

Google TechTalks

Online Learning and Economics

Explore the intersection of online learning and economics, focusing on bidding, auction design, and bilateral trade through recent research on algorithmic approaches to economic uncertainty and data-driven decision-making.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Simons Institute

Bypassing the Impossibility of Online Learning Thresholds - Unbounded Losses and Transductive Priors

Explore advanced techniques for overcoming threshold learning limitations in adversarial settings through exponential weights algorithms and transductive priors for improved classification outcomes.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Adaptive Policy Regularization for Offline to Online Reinforcement Learning in HVAC Control

Explore advanced reinforcement learning techniques for HVAC systems, focusing on adaptive policy regularization methods that bridge offline and online control strategies.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

USENIX

Mutant - Learning Congestion Control from Existing Protocols via Online Reinforcement Learning

Discover Mutant, an online reinforcement learning algorithm that adapts congestion control by learning from best-performing protocols, achieving lower delays and higher throughput.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Online Learning Strategies for Optical Neural Networks and Photonic Circuits

Explore advanced strategies for implementing online learning in optical neural networks and photonic circuits, enhancing computational efficiency and performance.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Data Science Conference

Enhanced EEG Data Classification with 3D SNN and Online Learning ESN

Discover a novel hierarchical neural network architecture that combines 3D spiking neurons and Echo state networks for advanced EEG data classification and real-time brain signal interpretation.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning: Representations and Learning in Online Systems - Lecture 9

Explore how hypothesis representation choices impact online learning algorithms and their effectiveness in machine learning applications.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

UofU Data Science

Online Learning and Mistake Bound Analysis in Machine Learning - Lecture 8

Delve into online learning algorithms and performance quantification through mistake bound analysis, focusing on practical implementation strategies and evaluation methods.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

UofU Data Science

Online Learning and Mistake Bound Analysis in Machine Learning - Lecture 7

Delve into online learning algorithms and performance quantification through mistake bound analysis, focusing on practical implementation strategies and evaluation methods.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Devoxx Poland

Online Machine Learning Based on Kafka Streams - Pollution Prediction System

Explore a system predicting pollution levels using Kafka Streams, based on historical and current weather data. Learn from WorldRemit's open-source project for practical machine learning applications.

• YouTube
• 47 minutes
• Self-Paced
• Free Video