Toronto Machine Learning Series (TMLS) Courses

Solving Hard Problems When Data is Small - A Case Study with Semantic Parsing

Learn techniques for solving challenging NLP problems with limited data, focusing on cross-domain text-to-SQL semantic parsing. Explore model architecture, training deep transformers, and effective data augmentation strategies.

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

Development of Machine Learning Methods to Improve ESG Scores and Responsible Investment Decisions - Part 1

Explore machine learning methods for improving ESG scores and responsible investment decisions. Learn to extract and analyze ESG information from company disclosures using NLP techniques.

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

Exceeding Customer Expectations with Machine Learning

Explore how retailers leverage machine learning to enhance customer experiences, boost revenue, and optimize processes. Learn about impactful use cases and implementation strategies.

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

Machine Learning in Finance - Lessons Learned

Explore ML's impact on finance, its current capabilities, and best practices for implementation. Learn to identify opportunities and avoid pitfalls in trading and banking applications.

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

The Messy Yet Exciting World of Semantic Parsing

Explore the fascinating realm of semantic parsing in NLP, delving into its challenges, opportunities, and current state. Gain insights into extracting and representing complex aspects of meaning from natural language.

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

The Value of AI-Powered Conversational Agents in Digital Strategy - Part 1

Explore the role of AI-powered conversational agents in retail banking, focusing on their impact on client interactions and digital strategy success.

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

Combatting Human Trafficking with Anomaly Detection - Part 1

Explore anomaly detection techniques to combat human trafficking through financial data analysis. Learn to leverage transaction patterns and industry indicators for effective detection.

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

Using Speech and Machine Learning in the Diagnosis of Neurological Diseases

Explore innovative diagnostic tools combining speech processing and machine learning for early detection of age-related neurological conditions, enhancing treatment outcomes and patient care.

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

The Importance of Data Annotation for NLP

Explore data annotation strategies for NLP tasks in retail and healthcare. Learn to streamline processes, ensure consistency, and leverage tools for efficient, high-quality dataset creation.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

State-of-the-Art Deep Learning-Based Object Detection in 2D

Explore state-of-the-art object detection systems, including two-stage, one-stage, and transformer-based approaches. Learn to upgrade detection pipelines and tackle key challenges in 2D and 3D object detection.

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

Deep Learning Based Lung Ultrasound Video Classification to Predict COVID-19

Explore deep learning techniques for classifying lung ultrasound videos to predict COVID-19, leveraging advanced machine learning for medical diagnostics.

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

Open Source Privacy Preserving Inference in Medical Imaging

Explore privacy-preserving machine learning in healthcare, focusing on secure prediction-as-a-service and model testing. Learn about CrypTFlow, a system for compiling TensorFlow/ONNX to secure computation protocols.

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

Simplifying Machine Learning Lifecycle Management in Healthcare

Explore end-to-end ML lifecycle in healthcare using Azure services. Learn data ingestion, model creation, deployment, and visualization for real-time patient predictions and batch scoring.

• YouTube
• 2 hours 12 minutes
• On-Demand
• Free Video

Simplifying Machine Learning Lifecycle Management in Healthcare

Simplify ML lifecycle management in healthcare with practical insights and strategies for efficient model development, deployment, and monitoring.

• YouTube
• 2 hours 41 minutes
• On-Demand
• Free Video

From Concept to Production - Template for the Entire Machine Learning Journey

Develop a production-ready ML pipeline from concept to deployment, covering data prep, model training, and orchestration using Kubeflow on Google Cloud Platform's Vertex AI.

• YouTube
• 3 hours 3 minutes
• On-Demand
• Free Video