Toronto Machine Learning Series (TMLS) Courses

How You Can Start Designing AI with Purpose

Explore ethical AI design principles and learn to create purposeful, responsible machine learning systems for real-world applications.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Machine Learning Governance in Financial Institutions

Explore ML model governance in finance through insights from 66 global institutions, focusing on key practices and regulatory considerations.

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

The AI Economist: Economic Policy Design Using Deep Reinforcement Learning and AI Simulations

Explore AI-driven economic policy design using deep reinforcement learning and simulations. Learn how AI can improve equality, productivity, and public health outcomes in complex socio-economic challenges.

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

Modern Advancements in NLP Fine-Tuning

Explore adversarial methods, multi-task learning, and the effectiveness of fine-tuning large language models on small datasets in NLP. Gain insights into improving pre-trained representations.

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

Retail AI Use Case: Building a Demand Prediction Model

Explore retail AI demand prediction models, KPIs, and implementation strategies for effective business use cases in the retail industry.

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

Information Surgery: Detecting and Fixing Misinformation Using AI

Explore advanced techniques for detecting AI-generated misinformation using multimedia knowledge extraction and graph neural networks. Gain insights into fine-grained falsified information analysis.

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

AI Inference Workloads - Solving MLOps Challenges in Production

Overcome MLOps challenges in production inference workloads. Learn strategies for improving throughput, reducing latency, and maximizing GPU utilization in AI deployments.

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

AI and Advanced Analytics in Retail

Explore key ML, DL, RL, and Graph Analytics use cases in Retail, with a demo of Microsoft Azure AI platform's MLOps capabilities in a Retail environment.

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

Distance Metric Learning and Mutual Funds Categorization - Part 1

Explore distance metric learning for mutual fund categorization, resolving paradoxes in previous research and improving accuracy in identifying similar funds for various applications.

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

ML-Based Time Series Regression - Concepts from Demand Forecasting

Explore ML-based time series regression for demand forecasting in retail. Learn to optimize replenishment and pricing using AI for accurate predictions and automated decision-making at scale.

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

All You Need Is Consistent Promotions - AI-Driven Retail Demand Planning

Explore AI-driven retail promotion planning, focusing on monotonicity and smoothness in demand estimation. Learn about Kinaxis' Optimize product and model-agnostic methodologies for consistent promotions.

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

Deep XVA - Efficient Derivative Valuation for Risk Management

Explore efficient XVA calculation using deep learning, GPU computation, and AAD for computationally intensive finance models.

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

10X Faster Machine Learning: From R&D to Production

Supercharge ML experimentation with PyTorch Lightning and DVC, and streamline production using Kubeflow. Learn to overcome challenges in complex ML model development and deployment.

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

Optimizing Your Team for Health AI

Discover strategies for integrating domain experts, data officers, and annotators to create robust Health AI solutions and improve healthcare outcomes.

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

Solving for Infrastructure Through the Cloud in Healthcare AI Implementation

Explore cloud-based solutions to overcome AI implementation challenges in healthcare, addressing infrastructure gaps and enabling real-world impact on patient care.

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