Toronto Machine Learning Series (TMLS) Courses

Leveraging Computer Vision and Machine Learning for Visual Inspection in Railway Systems

Explore innovative computer vision and machine learning solutions for automated visual inspection in railway systems, enhancing operational efficiency and reducing maintenance time.

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

Big Data and Analytics Strategy for Cybersecurity and Privacy

Explore advanced analytics strategies for cybersecurity and privacy, including threat detection, SOC streamlining, and data redaction. Learn to leverage big data and ML for proactive security in modern enterprises.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Exploring the Role of Machine Learning in Solving the Climate Crisis - Opportunities, Challenges, and Successes

Discover AI's potential in combating climate change. Explore applications in wildfire prediction, financial decision-making, and supply chain emissions tracking. Learn from experts about opportunities and challenges in this critical field.

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

Unsupervised Text Generation - Techniques and Applications

Explore novel search-and-learning framework for unsupervised text generation. Learn heuristic scoring, stochastic local search, and sequence-to-sequence modeling for efficient natural language generation.

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

Leadership of Responsible AI - The Case for Inclusive Tech

Explore leadership in responsible AI, focusing on inclusive tech. Learn about algorithmic bias, its societal impacts, and strategies for ethical AI implementation in the digital age.

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

Trade-off Between Optimality and Explainability in Machine Learning Models

Explore the trade-off between model explainability and accuracy in AI/ML, focusing on counterfactual explainability and optimization challenges in high-risk applications.

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

How a Robot Called Sophi is Helping Publishers Turbo-charge Their Subscription Revenue

Discover how AI-powered Sophi optimizes content paywalls, boosting subscription revenue for publishers while balancing ad income. Learn about personalized models enhancing user engagement and industry sustainability.

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

Towards Machine Intelligence Capable of Nobel-Caliber Science

Explore AI-driven scientific discovery, its challenges, and potential for Nobel-caliber breakthroughs. Learn about key AI/ML areas, recent progress, and human-machine collaboration in advancing scientific innovation.

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

Accelerators Made Easy - Improving MLOps at Loblaw Digital Using Vertex AI

Leverage Vertex AI for efficient matrix multiplication in MLOps. Build scalable recommendation engines using Google Cloud Platform's tools for improved product relevance.

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

Changing the Face of Parking: Lessons Learned from SpotHero's Intelligent, Dynamic Rate Board

Optimize parking pricing with real-time data and machine learning. Learn how SpotHero revolutionized the $30B parking industry using IoT sensors and ML models for dynamic, minute-by-minute rate adjustments.

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

Semantic Scholar, NLP, and the Fight Against COVID-19

Explore AI's role in combating COVID-19 through Semantic Scholar and NLP advancements. Learn about CORD-19 dataset creation and its impact on research insights.

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

Build High Performance MLOps With ML Monitoring and AI Explainability

Explore MLOps best practices, focusing on ML monitoring and AI explainability. Learn to identify model failures, address operational issues, and streamline model deployment using cutting-edge techniques.

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

Using Constraint Programming to Improve Grocery Picking Efficiency at Loblaws

Explore constraint programming techniques to optimize grocery picking efficiency, reduce costs, and improve profitability in online retail operations.

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

Scaling Deep Learning Model Training

Learn techniques for scaling deep learning model training across distributed systems, reducing training time from days to hours while maintaining cost efficiency.

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

Obtaining Answers from Social Media Data Using Neural Databases

Explore neural databases leveraging NLP transformers to answer queries over text, freeing us from reliance on traditional database schemas for social media content analysis.

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