Search results for machine learning

Toronto Machine Learning Series (TMLS)

Software for Quantum Machine Learning

Explore quantum machine learning algorithms, adapting deep learning concepts to train quantum computers using familiar tools like TensorFlow and PyTorch.

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

Toronto Machine Learning Series (TMLS)

Machine Learning in One Health

Explore machine learning applications in One Health, addressing interconnected human, animal, and environmental health issues with Graham Taylor, a leading AI researcher and entrepreneur.

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

Toronto Machine Learning Series (TMLS)

Privacy-Preserving Machine Learning: Strategies and Tools

Explore privacy-preserving machine learning tools and strategies through practical examples, considering risk, implementation complexity, and computational resources.

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

Toronto Machine Learning Series (TMLS)

Machine Learning Design Patterns - Model Monitoring and Explainable Predictions

Explore best practices in machine learning with a focus on model monitoring and explainable predictions, drawing from proven design patterns.

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

Toronto Machine Learning Series (TMLS)

Cost Reduction Methods for Machine Learning in Production

Discover effective strategies to reduce costs when deploying machine learning models in production, focusing on optimizing models and infrastructure for cost-efficient MLOps.

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

Toronto Machine Learning Series (TMLS)

Machine Learning in One Health

Explore machine learning applications in One Health, integrating human, animal, and environmental health for holistic disease prevention and management.

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

Toronto Machine Learning Series (TMLS)

Technical Debts in Machine Learning Projects and How to Mitigate Them

Explore ML-specific risk factors in system design, understand technical debt in ML projects, and learn strategies to recognize and mitigate these challenges for improved project outcomes.

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

Toronto Machine Learning Series (TMLS)

Challenges and Learnings of Machine Learning at Scale

Explore challenges and learnings of training millions of models efficiently, optimizing costs, and achieving high-performance daily predictions in machine learning.

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

Toronto Machine Learning Series (TMLS)

Automated Inspection for Rail Cars Using Computer Vision and Machine Learning

Leverage computer vision and machine learning for automated rail car inspection. Explore challenges in developing robust models, including data selection, image quality, and imbalanced datasets.

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

Toronto Machine Learning Series (TMLS)

Towards Observability for Machine Learning Pipelines

Explore end-to-end observability for ML pipelines. Learn about a system that enhances visibility, executes tests, tracks data flow, and enables post-hoc analysis of pipeline health.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Automating Production Level Machine Learning Operations on AWS

Explore ML Ops challenges and solutions using AWS services. Learn to bridge the gap between data science and deployment with a "model factory" architecture for effective CI/CD in machine learning.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Machine Learning-Driven Phenotyping Platform for Rapid In Vivo Target Validation and Precision Medicine

Develop a zebrafish phenotyping platform using 3D-printed mounts and computer vision for drug discovery, enabling rapid gene-to-phenotype analysis and accelerating clinical translation.

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

Toronto Machine Learning Series (TMLS)

Human Interpretable Machine Learning for Smart Water Management

Explore human interpretable machine learning for smart water management, addressing challenges in aging infrastructure, urbanization, and climate change through AI-driven solutions.

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

Toronto Machine Learning Series (TMLS)

Machine Learning on the Edge - From Microcontrollers to Embedded Linux Devices

Explore ML deployment on edge devices, from microcontrollers to embedded Linux systems. Learn about hardware options, model adaptation, and deployment strategies for real-world applications.

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

Toronto Machine Learning Series (TMLS)

Machine Learning for E-commerce Product Discovery - Finding a Needle in a Haystack

Explore machine learning techniques for efficient e-commerce product discovery, addressing challenges and leveraging NLP, image recognition, and knowledge graphs.

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