Food Production Courses

Connected Rheumatology

Diet and Autoimmune Disease: The Impact of Food Choices on Inflammation and Immune Health

Discover how dietary choices impact autoimmune diseases. Learn to reduce inflammation, support your immune system, and improve well-being through personalized nutrition strategies and expert guidance.

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

EuroPython Conference

Event Sourcing in Production - Tactics and Patterns for Real-World Applications

Explore real-world tactics for managing Event Sourcing in production, focusing on evolution, projection, and runtime aspects using the `eventsourcing` Python library.

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

Toronto Machine Learning Series (TMLS)

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
• Self-Paced
• Free Video

Toronto Machine Learning Series (TMLS)

AI Inference Workloads - Solving MLOps Challenges in Production

Overcome MLOps challenges in production inference workloads. Learn strategies for improving throughput, reducing latency, and maximizing GPU utilization in AI deployments.

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

Toronto Machine Learning Series (TMLS)

10X Faster Machine Learning: From R&D to Production

Supercharge ML experimentation with PyTorch Lightning and DVC, and streamline production using Kubeflow. Learn to overcome challenges in complex ML model development and deployment.

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

Toronto Machine Learning Series (TMLS)

How to Set Your Internal AI Initiative for Production-Level Success

Explore strategies for maximizing AI project success in production, building credibility with decision-makers, and selecting high-impact initiatives within organizations.

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

Toronto Machine Learning Series (TMLS)

Engineering and Production Techniques for Managing Feature Drift in AI Models

Explore engineering techniques for managing feature drift in large-scale AI models, drawing insights from real-world case studies and best practices.

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

Toronto Machine Learning Series (TMLS)

Federated Learning in Production: Enabling AI Training with Data Privacy

Explore federated learning's applications, benefits, and implementation requirements for AI training on edge devices with data privacy.

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

Toronto Machine Learning Series (TMLS)

Federated Learning in Production: Enabling AI Training with Data Privacy

Explore federated learning's applications, benefits, and implementation requirements for AI training on edge devices with data privacy.

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

Toronto Machine Learning Series (TMLS)

Unleashing the Full Potential of Your Recommender System in Production

Improve recommender systems through production monitoring, data insights, and drift detection to enhance performance and drive better business outcomes.

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

Toronto Machine Learning Series (TMLS)

ML in Production: Implementation, Tooling and Engineering - Data MLOps

Explore ML observability in e-commerce, focusing on Loblaw Digital's approach to tracking model performance, user behavior, and business impact using centralized tools and analytics.

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

GAIA

Federated Machine Learning: A Scalable, Privacy-Preserving Approach Ready for Production

Explore federated machine learning for privacy-preserving data analysis in production environments. Learn core concepts, features, and real-world use cases for regulated datasets in distributed settings.

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

Snorkel AI

LLM Evaluation for Production Enterprise Applications

Explore LLM evaluation for enterprise applications, covering metrics, approaches, and tools to ensure accuracy, compliance, and suitability for organizational needs.

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