Search results for machine learning

MLOps World: Machine Learning in Production

A GitOps Approach to Machine Learning in Production

Explore GitOps principles for ML in production. Learn to apply GitOps to deployment, onboarding, monitoring, and model lifecycle stages for enhanced traceability and productivity.

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

MLOps World: Machine Learning in Production

Machine Learning Infrastructure at Facebook Scale

Explore Facebook's AI infrastructure redesign for large-scale ranking models. Learn about challenges and solutions in distributed training, hardware optimization, and PyTorch algorithms.

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

MLOps World: Machine Learning in Production

Machine Learning on Dynamic Graphs - Temporal Graph Networks

Explore Temporal Graph Networks for dynamic graph analysis, unlocking insights in evolving systems like social networks and financial transactions.

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

MLOps World: Machine Learning in Production

Machine Learning Tools: Skyline and RL-Scope for Performance Optimization

Explore Skyline and RL-Scope, two innovative tools for optimizing machine learning performance. Learn about interactive profiling, visualization, and debugging for PyTorch networks and cross-stack profiling for deep reinforcement learning.

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

MLOps World: Machine Learning in Production

Creating Machine Learning Retraining Pipelines with Kubeflow and Kubernetes

Develop ML retraining pipelines using Kubernetes and Kubeflow. Master advanced techniques for efficient model updates and deployment in production environments.

• YouTube
• 2 hours 5 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

How to Iterate and Productionize Machine Learning Models with Speed

Explore strategies to overcome deployment challenges and accelerate the productionization of machine learning models for faster impact.

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

MLOps World: Machine Learning in Production

Machine Learning Monitoring in Production - Lessons Learned from 30+ Use Cases

Discover practical strategies for effective machine learning monitoring in production, drawing insights from over 30 real-world use cases.

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

MLOps World: Machine Learning in Production

Machine Learning Optimizations and Strategy for Post-Covid Era

Explore ML risk mitigation techniques for post-pandemic model deployment, monitoring, and recalibration across industries, with focus on ethical practices and automated AI/ML solutions.

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

MLOps World: Machine Learning in Production

The Privacy Considerations of Production Machine Learning

Explore state-of-the-art research on privacy in machine learning, including estimating and defending against privacy leakage, secure collaboration, and machine unlearning for GDPR compliance.

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

MLOps World: Machine Learning in Production

Using Reproducible Experiments to Create Better Machine Learning Models

Enhance ML model efficiency through reproducible experiments. Learn to track hyperparameter, code, and data changes using DVC for grid and random search tuning methods.

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

MLOps World: Machine Learning in Production

Machine Learning for Entertainment - Challenges and Opportunities

Explore challenges and solutions in ML for streaming services, including personalization, content understanding, and ads targeting. Learn about balancing metrics, feedback loops, and algorithmic fairness.

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

MLOps World: Machine Learning in Production

From Model T to Machine Learning: Ford's MLOps and Hybrid Infrastructure Strategy

Explore Ford's AI/ML platform journey, from inception to present day. Learn about product strategy decisions, challenges, and organizational hurdles in modernizing a traditional company.

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

MLOps World: Machine Learning in Production

Lessons Learned: The Journey to Real-Time Machine Learning at Instacart

Explore Instacart's transition to real-time machine learning, focusing on infrastructure, use cases, challenges, and key lessons for implementing ML in a dynamic marketplace.

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

MLOps World: Machine Learning in Production

How to Design and Build Resilient Machine Learning Systems

Explore strategies for building resilient ML systems that gracefully handle real-world challenges. Learn to detect, mitigate, and overcome production-specific risks across various domains.

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

Toronto Machine Learning Series (TMLS)

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
• On-Demand
• Free Video