Social And Emotional Learning Courses

Toronto Machine Learning Series (TMLS)

TMLS 2019 - Machine Learning Presentation

Explore machine learning insights from industry experts Hoyoung Jang and Cheng Lin at TMLS 2019, gaining valuable knowledge and perspectives on cutting-edge ML applications.

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

Toronto Machine Learning Series (TMLS)

Implementing a Machine Learning Initiative: A Leader's Perspective

Discover key strategies for successfully implementing machine learning initiatives in organizations. Learn to align ML with strategic objectives, measure efforts, create a receptive culture, and navigate organizational dynamics.

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

Toronto Machine Learning Series (TMLS)

Building Data-Centric Applications with Federated Learning

Explore federated learning to overcome data silos and enhance machine learning models. Learn benefits, challenges, and practical applications in a hands-on environment.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Toronto Machine Learning Series (TMLS)

The Importance of Intelligibility in Machine Learning for Healthcare - Avoiding Black-Box Models

Explore intelligible machine learning models for healthcare, balancing accuracy and interpretability. Learn to understand, validate, and edit models for safe deployment in critical applications.

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

Toronto Machine Learning Series (TMLS)

Using Reinforcement Learning in Large Scale Automation at Netflix

Optimize automation schedules and reduce failure detection time using self-service reinforcement learning tools. Learn from Netflix's applied RL service deployment experience.

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

Toronto Machine Learning Series (TMLS)

Machine Learning in One Health

Explore machine learning applications in One Health, addressing interconnected human, animal, and environmental health issues with Graham Taylor, a leading AI researcher and entrepreneur.

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

Toronto Machine Learning Series (TMLS)

Deep Learning Across Label Confidence Distribution via Transfer Learning

Improve predictive power in noisy data systems using Filtered Transfer Learning (FTL). Learn to handle datasets with varying label confidence through hierarchical fine-tuning and iterative filtering.

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

Toronto Machine Learning Series (TMLS)

Beyond Standard Deep Learning Models for Time Series and Sequences

Explore advanced techniques for temporal data analysis, including confident predictions and adaptive computational time models for improved sequence-to-sequence processing.

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

Toronto Machine Learning Series (TMLS)

Responsible AI: Principles and Practices for Ethical Machine Learning

Explore AI's impact on business strategy and innovation with insights from industry expert Kathryn Hume at TMLS2019.

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

Toronto Machine Learning Series (TMLS)

Privacy-Preserving Machine Learning: Strategies and Tools

Explore privacy-preserving machine learning tools and strategies through practical examples, considering risk, implementation complexity, and computational resources.

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

Toronto Machine Learning Series (TMLS)

Modeling Individuals Without Data via Secondary Task Transfer Learning

Discover a novel transfer learning method for modeling individual behavior using limited data from secondary tasks, outperforming standard approaches in financial health and game design.

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

Toronto Machine Learning Series (TMLS)

Machine Learning for Chip Design and Architecture

Explore machine learning advancements with Azalia Mirhoseini's insights at TMLS2019, gaining valuable knowledge from a leading expert in the field.

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

Toronto Machine Learning Series (TMLS)

Neural ODEs: Continuous-Time Models for Machine Learning - TMLS 2019

Explore neural networks as implicit models and their applications in scientific computing with David Duvenaud at TMLS2019.

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

Toronto Machine Learning Series (TMLS)

MLOps Without Much Ops - Building Efficient Machine Learning Systems

Discover modern, no-nonsense data pipelines for efficient machine learning systems. Learn PaaS advantages and explore real-world applications with open-source code. Gain insights on ML's future for organizations of all sizes.

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

Toronto Machine Learning Series (TMLS)

Federated Learning in Production: Enabling AI Training with Data Privacy

Explore federated learning's applications, benefits, and implementation requirements for AI training on edge devices with data privacy.

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