Toronto Machine Learning Series (TMLS) Courses

An Introduction to Algorithmia and GitHub Actions

Explore Algorithmia's ML lifecycle management platform and learn to efficiently deploy models in production environments using GitHub Actions.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Neural-Symbolic AI for Creativity, Generalization and Transfer Learning

Explore neural-symbolic AI's potential for enhanced transfer learning, generalization, and creativity in AI applications like personalized medicine and robotics.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Responsible AI: Challenges and Emerging Practices - Keynote

Explore challenges and emerging practices in responsible AI, including unintended consequences, model interpretability, fairness, and engineering objectives.

• YouTube
• 27 minutes
• On-Demand
• Free Video

How Finnish Public Broadcaster Yle is Beating Netflix with AI-Driven Media Experiences

Explore how AI is shaping media experiences and learn strategies for implementing data-driven solutions in organizations to stay competitive in the streaming industry.

• YouTube
• 31 minutes
• On-Demand
• Free Video

How Your ML Model Will Fail - And How to Prepare For It

Explore ML model failure modes, analyze production performance, and set up pragmatic monitoring strategies to prevent degradation and breakage in production.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Financial Time Series Modelling Using Generative Models

Explore data-driven approaches for financial time series modelling, performance metrics, and generative modelling techniques for market simulation.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Algorithmic Decision Making - Exploring Practical Approaches to Liability, Fairness, and Explainability

Explore practical approaches to liability, fairness, and explainability in algorithmic decision-making with industry experts.

• YouTube
• 53 minutes
• On-Demand
• Free Video

Cardiometabolic Disease Trends in Canada - Data Analysis Workshop

Explore cardiometabolic disease trends in Canada through Loblaw's advanced analytics, examining pharmaceutical data and health-geospatial insights for diabetes and cardiovascular diseases.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Covid-19 Impact on AI in Banking

Explore how AI in banking adapted to the radical changes brought by the COVID-19 pandemic, including economic shifts and new work environments.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Political Economy of Future Transportation and Equity

Explore the intersection of innovation, transportation, public engagement, and equity in future mobility systems.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Race Data as an Anti-Racism Tool

Explore race as a concept, tool, and structure, examining its historical context and impact on data practices to build equity and dismantle systemic racism in technology.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Applied Machine Learning in Healthcare - Practical and Legal Considerations

Explore practical and legal aspects of applying machine learning in healthcare, including data challenges, algorithm development, and ethical considerations.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Predicting and Preventing Customer Technical Issues Using Machine Learning and RPA

Predict and proactively resolve customer technical issues using machine learning and robotic process automation, improving service efficiency and customer satisfaction in telecom.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Overcoming the Cold Start Problem: How to Make New Tasks Tractable

Explore strategies to overcome the cold start problem in AI, focusing on data aggregation and leveraging pre-trained models for efficient scaling of machine learning applications.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Metrics That Matter: Communicating ML Value to Stakeholders in Insurance

Explore creative strategies to gain stakeholder buy-in for ML projects in insurance, focusing on metrics that matter beyond traditional ROC scores.

• YouTube
• 35 minutes
• On-Demand
• Free Video