Toronto Machine Learning Series (TMLS) Courses

Large Language Models for Revolutionizing Credit Risk Assessment in Finance

Discover how Large Language Models transform credit risk evaluation through enhanced accuracy, alternative data integration, and automated processes while addressing ethical considerations.

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

Optimizing Recommendations on Wattpad Home - Building a Multi-Objective Recommender System

Discover how Wattpad optimizes its recommendation system using reinforcement learning and graph neural networks to enhance user engagement and solve content discovery challenges.

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

Privacy Risks and Protections in Machine Learning Systems

Explore privacy vulnerabilities in ML systems and learn robust protection strategies to safeguard sensitive training data while maintaining system effectiveness and user trust.

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

Federated Learning for Healthcare: Private and Personal Clinical Modeling

Explore federated learning's application in healthcare, focusing on training machine learning models across distributed clinical datasets without compromising sensitive data privacy and security.

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

How Knowledge Graphs Help Generative AI Models Answer Questions

Discover how Knowledge Graphs enhance RAG patterns in LLMs, improving accuracy and relationship mapping for more precise AI responses across finance and healthcare applications.

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

Transitioning from LLMs to Autonomous Agents in Programming and Software Engineering

Explore the evolution of LLMs into autonomous agents and their transformative impact on programming and software engineering practices, focusing on practical applications and future potential.

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

Exploring the Frontier of Graph Neural Networks: Key Concepts, Architectures, and Trends

Dive into the fundamentals of Graph Neural Networks, exploring architectures, applications, and their transformative potential in analyzing complex data relationships and structures.

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

Deploying and Evaluating RAG Pipelines with Lightning Studios

Discover how to rapidly deploy AI agents and optimize RAG pipeline evaluations using Lightning Studios' powerful toolset for enhanced development efficiency.

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

Scaling Vector Database Usage Without Breaking the Bank - Quantization and Adaptive Retrieval

Discover efficient vector search optimization through quantization and adaptive retrieval techniques, reducing memory costs by 32x while maintaining high accuracy for large-scale deployments.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Functional Transforms in PyTorch Using Torch.func

Master functional transforms in PyTorch with torch.func module, covering per-sample-gradients, function vectorization, and model ensembles. Learn practical applications and avoid common pitfalls.

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

AI-Ready Data Infrastructure for Real-Time Sensor Data Analytics on the Edge

Explore practical strategies for building edge-based real-time sensor data analytics infrastructure, using race strategy analytics as a case study to demonstrate cross-industry applications.

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

A Practitioner's Guide to Safeguarding LLM Applications

Master essential techniques for securing and optimizing LLM applications, from structured outputs to data protection, with hands-on practice using open-source tools for enhanced reliability and performance.

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

Advances in Algorithmic Recourse - Ensuring Causal Consistency, Fairness, and Robustness

Explore cutting-edge approaches to algorithmic fairness and transparency through causal inference methods, focusing on bias correction and ethical AI applications in healthcare and finance.

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

AI for Hospitals at Scale - Building and Deploying Machine Learning Models in Healthcare

Discover how machine learning models are trained and deployed across hospitals, focusing on zero-shot learning for patient deterioration prediction and scalable microservice architecture for healthcare applications.

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

Getting Started with Generative Text and Fine-Tuning LLMs in Hugging Face

Dive into practical LLM implementation using Hugging Face's transformers library, from basic text generation to efficient model fine-tuning techniques for customized applications.

• YouTube
• 1 hour 31 minutes
• Self-Paced
• Free Video