Toronto Machine Learning Series (TMLS) Courses

AI Agents with Function Calling and Tool Use

Discover how to create AI agents that leverage function calling and tool usage, focusing on structured JSON outputs and external tool execution for enhanced workflow automation.

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

Modular Solutions for Knowledge Management at Scale in RAG Systems

Discover how to build scalable RAG systems with modular document embedding pipelines, focusing on efficient processing, ingestion, and indexing for enterprise-level knowledge management.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Agentic AI: Unlocking Emergent Behavior in LLMs for Adaptive Workflow Automation

Explore emergent AI capabilities and learn how agents combine LLMs with reasoning loops and tools to create adaptive, self-directing systems for advanced workflow automation.

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

Revolutionizing Fraud Prevention - Harnessing AI and ML to Safeguard Banking from Fraud

Discover how AI and machine learning technologies transform banking fraud prevention, from rule-based systems to advanced self-learning models, OCR validation, and innovative NLP solutions for enhanced security.

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

Real-Time Event Streaming Patterns for AI-Native Applications

Explore how event streaming patterns power AI applications through real-time analytics, data enrichment, and stream processing for enhanced intelligence and reliable infrastructure.

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

Navigating LLM Deployment - Tips, Tricks and Techniques

Master essential strategies for optimizing and deploying self-hosted language models, covering best practices for monitoring, implementation, and maximizing value across industries like finance and healthcare.

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

Generative AI Investment Landscape and Market Trends in 2024

Gain insights into the current GenAI market landscape, investment trends, and fundraising strategies through an investor's perspective on this rapidly evolving technology sector.

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

From Prototype to Production: Implementing LLM-Based Applications

Discover practical strategies for transitioning LLM prototypes to production, covering system design, maintenance, integration challenges, and implementation best practices for scalable AI applications.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

Kùzu - A Fast, Scalable Graph Database for Analytical Workloads

Discover how to build and analyze knowledge graphs using Kùzu, an open-source graph database. Learn practical implementations, from data transformation to running Cypher queries and training graph neural networks for advanced RAG systems.

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

Building Arcane - A Retrieval-Augmented Generation System for Investment Policies

Discover how to build Arcane, a RAG system that revolutionizes policy retrieval in financial institutions, boosting productivity through AI-powered document search and information extraction.

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

Unraveling Long Context: Existing Methods, Challenges, and Future Directions

Explore the complexities of scaling transformer models for longer context, examining current methodologies, implementation hurdles, and emerging solutions in AI development.

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

GenAI: A New Renaissance in Product Development

Explore how GenAI revolutionizes product development through enhanced global collaboration, user research, and innovative processes, while understanding potential challenges and opportunities.

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

LLMs for Leaders and Senior Product Managers - Driving Innovation Through Generative AI

Discover practical strategies for leading AI transformation through real-world case studies, focusing on leveraging LLMs to drive innovation and organizational change.

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

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
• On-Demand
• 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
• On-Demand
• Free Video