Toronto Machine Learning Series (TMLS) Courses

Abstraction and Analogy in Natural and Artificial Intelligence

Explore the role of analogy-making in conceptual abstraction and understanding, and its importance for developing AI systems with humanlike intelligence.

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

Put Deep Learning to Work - Accelerate Deep Learning through AWS SageMaker and ML Services

Accelerate deep learning with AWS SageMaker and ML services. Master distributed multiGPU BERT fine-tuning and GPU hosting for efficient model development and deployment.

• YouTube
• 2 hours 35 minutes
• Self-Paced
• Free Video

Utterance Generator Fast Tracks Chatbot Training

Explore an utterance generator tool for efficient chatbot training, enhancing natural language understanding and streamlining development processes.

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

Using Model Serving in Streaming Applications

Explore model serving approaches in streaming applications using Cloudflow framework. Learn to develop, orchestrate, and operate distributed streaming applications on Kubernetes efficiently.

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

Fighting Pipeline Debt With Great Expectations

Learn to combat pipeline debt using Great Expectations, an open-source library for data validation, documentation, and profiling in complex data systems.

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

Building an AI Capability in the United States Army

Explore the development of AI capabilities in the U.S. Army with insights from Chief Data Scientist LTC Isaac J Faber PhD.

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

Your First ML Model in Production - Considerations and Examples

Explore strategies for impactful data science projects, from identifying business objectives to deploying ML models in production. Learn real-time scoring, API integration, and lifecycle management with practical examples.

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

Understanding Content Using Deep Learning for Natural Language Processing

Explore deep learning techniques for natural language processing to enhance content understanding in video-on-demand services.

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

Harnessing the Power of NLP - Vector Institute Industry Collaborative Project

Explore advanced NLP techniques for industry applications, overcoming challenges in model complexity and data size. Gain practical knowledge and insights from Vector Institute's collaborative project.

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

AI and Machine Learning in Healthcare During the Coronavirus Pandemic in China

Explore machine learning applications in healthcare during China's coronavirus pandemic, focusing on practical implementations and outcomes.

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

An Introduction to Algorithmia and GitHub Actions

Explore Algorithmia's ML lifecycle management platform and learn to efficiently deploy models in production environments using GitHub Actions.

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

Neural-Symbolic AI for Creativity, Generalization and Transfer Learning

Explore neural-symbolic AI's potential for enhanced transfer learning, generalization, and creativity in AI applications like personalized medicine and robotics.

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

Responsible AI: Challenges and Emerging Practices - Keynote

Explore challenges and emerging practices in responsible AI, including unintended consequences, model interpretability, fairness, and engineering objectives.

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

How Finnish Public Broadcaster Yle is Beating Netflix with AI-Driven Media Experiences

Explore how AI is shaping media experiences and learn strategies for implementing data-driven solutions in organizations to stay competitive in the streaming industry.

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

How Your ML Model Will Fail - And How to Prepare For It

Explore ML model failure modes, analyze production performance, and set up pragmatic monitoring strategies to prevent degradation and breakage in production.

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