Toronto Machine Learning Series (TMLS) Courses

TMLS2019

Explore machine learning applications in personalized recommendations at Netflix, focusing on innovative techniques and challenges in content discovery.

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

Machine Learning with Sensitive Data: Privacy-Preserving Techniques

Explore open-source ML techniques for sensitive data in finance and healthcare, ensuring privacy while maximizing data utility.

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

DevOps for ML and Other Half-Truths - Processes and Tools for the ML Lifecycle

Explore processes and tools for enterprise-ready ML deployment, addressing the challenges of standardization in the ML lifecycle and supporting IT operations management.

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

Decentralized Exposure Alert Protocols for Protecting Communities from COVID-19

Explore decentralized exposure alert protocols for COVID-19, comparing privacy models and assessing proximity methods for community protection.

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

RPA and AI Disrupting the Financial Industry

Explore how RPA and AI revolutionize finance, optimizing processes, enhancing cybersecurity, and transforming data management in financial services.

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

PolypharmDB: Quickly Identifying Repurposed Drug Candidates for COVID-19

Explore PolypharmDB, a deep learning-based resource for identifying repurposed drug candidates for COVID-19. Learn about accelerated drug discovery methods using existing clinical data.

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

Machine Learning Simplified - From Ideation to Deployment in Minutes with Automated ML

Discover how to train high-quality ML models using Azure Machine Learning's automated ML, requiring only a dataset and minimal configuration parameters.

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

Deploying Distributed AI and Machine Learning in Financial Services

Discover how financial services leverage AI and ML in big data environments to overcome deployment challenges and deliver transformational business results.

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

COVID-Net for COVID Detection and Risk Stratification via Chest Radiography

Explore COVID-Net's neural network for detecting and assessing COVID-19 risk through chest X-rays, including its rapid development and operational benefits.

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

Edge AI - The Next Frontier

Explore Edge AI's potential for real-time decision-making on devices like smartphones and appliances. Learn about use cases, opportunities, and see hands-on demos of Edge AI projects.

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

Black-Box and Glass-Box Explanation in Machine Learning

Explore intelligibility and explanation in machine learning, comparing glass-box and black-box methods with new techniques for providing explanations.

• YouTube
• 2 hours 59 minutes
• On-Demand
• Free Video

The Do's and Don'ts of Delivering AI Projects: A Practitioner's Guide

Discover strategies for successful AI project delivery, including evaluation tools and techniques to overcome common challenges in this rapidly evolving field.

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

MLOps That Works: Building ML Pipelines for Autonomous Factory Models

Explore MLOps strategies for autonomous factories. Learn design patterns and anti-patterns for deploying ML models in dynamic industrial environments using flexible pipelines.

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

Human-Machine Collaboration Approach to Deep Learning Development

Explore human-machine collaboration in deep learning development with insights from AI expert Alexander Wong on computational imaging and computer vision.

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

Building a MovieLens Recommender System

Explore recommendation systems and build your own using collaborative and content-based filtering techniques in Python with MovieLens dataset.

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