Toronto Machine Learning Series (TMLS) Courses

NLP Without a Ready-made Labeled Dataset

Explore NLP techniques for scenarios without pre-labeled datasets. Learn strategies for dataset creation, annotation, augmentation, and transfer learning in real-world NLP applications.

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

Cardiometabolic Disease Trends in Canada

Explore cardiometabolic disease trends in Canada, analyzing data patterns and implications for public health strategies and interventions.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Interpretable Self-Explanatory Machine Learning Models

Explore interpretable machine learning models that are self-explanatory, focusing on making complex neural networks more transparent and understandable for critical applications.

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

Data Shift and Model Adaptation in Machine Learning

Explore data shift principles, detection strategies, and adaptation techniques in machine learning for dynamic environments. Practice hands-on with advanced topics to enhance model performance.

• YouTube
• 2 hours 1 minute
• Self-Paced
• Free Video

Recent Developments in Neural Search

Explore cutting-edge neural methods for semantic search, improving text search quality with pre-trained transformer networks and advanced deployment techniques.

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

Bringing Structure Into an Unstructured World - Applying State-of-the-Art Machine Learning at Digits

Explore how Digits applies transformer models to extract structured information from unstructured financial data and deploys ML experiments in production using TensorFlow.

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

AI in Digital Pathology

Explore AI applications in digital pathology, revolutionizing disease diagnosis and treatment through advanced image analysis and machine learning techniques.

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

Feature Store Best Practices for Machine Learning in FinTech

Explore feature store best practices in fintech, covering versioning, automation, visualization, and efficiency improvements. Includes demo.

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

Moore's Law is Dead - Now What? The Future of AI Processing

Explore the future of AI processing beyond traditional CPUs and GPUs, focusing on innovative architectures designed for demanding ML workloads in retail and beyond.

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

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video