Toronto Machine Learning Series (TMLS) Courses

Assessing China's AI Capabilities - Overview and Deep Dive into Neural Networks Research

Explore China's AI ecosystem and delve into its neural network research capabilities, gaining insights into the country's technological advancements.

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

The Algorithm is Not Enough: UX Meets Data Science

Explore the synergy between UX and data science, learning how to integrate user-centric design with data-driven insights for more effective product development.

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

A.I. in the Multiverse - Measuring ROI When A/B Tests Are Not Possible

Explore deep learning techniques for assessing AI's revenue impact in e-commerce without A/B testing. Learn to measure and monitor ML pipeline performance in various business settings.

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

Privacy-Preserving Machine Learning

Explore strategic approaches to privacy-preserving machine learning, including federated learning, encryption, and differential privacy, with practical examples and risk considerations.

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

Winning Your First 50 Enterprise Customers - Practical Strategies to Launch a ML Startup

Discover practical strategies for acquiring and scaling enterprise ML customers, from landing your first client to validating your business model and expanding to 50 customers.

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

A Cookbook for Deep Continuous-Time Predictive Models

Explore deep continuous-time predictive models for irregularly-sampled time series, from feedforward approaches to latent-variable stochastic differential equations.

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

Banorte's AI Journey - Yielding 3 Billion USD Revenue in 5 Years

Explore Banorte's AI transformation journey, yielding $3 billion in revenue over 5 years. Learn strategies for implementing high-ROI AI projects and avoiding transformational fatigue.

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

Designing a Real-Time Model to Prevent Fake Account Sign-Up

Develop a real-time machine learning service to prevent fake account sign-ups. Learn about statistical challenges, computational scaling, and deployment pitfalls in low-latency ML inference.

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

Serverless for Machine Learning Pipelines

Explore serverless architecture for ML/DL deployment, utilizing AWS services to organize scalable and affordable deep learning workflows for efficient model training and operationalization.

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

Simplifying AI DevOps with Model Registry

Discover strategies to streamline ML model deployment, ensure reproducibility, and enhance governance using Model Registry for efficient AI DevOps.

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

Machine Learning for Trust and Safety at Pinterest

Explore Pinterest's ML solutions for Trust and Safety, including DNN, CNN, and GCN techniques. Learn about challenges, design principles, and processes for developing and deploying effective content moderation systems.

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

Principles of Good Machine Learning Systems Design

Learn key principles for designing effective machine learning systems, from project scoping to deployment and maintenance, with insights on team structuring and the ML production ecosystem.

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

Reinforcement Learning via Stochastic Control

Explore reinforcement learning in continuous time and space, examining stochastic control theory's role and recent developments in this emerging field.

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

Your First ML Model in Production: Examples and Considerations

Explore strategies for impactful ML projects, from identifying business objectives to deploying models in production. Learn real-time scoring, API integration, and lifecycle management.

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

TMLS2019 - Machine Learning Insights

Explore advanced techniques for optimizing machine learning models and improving their performance in real-world applications.

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