Search results for machine learning

MLOps World: Machine Learning in Production

Reproducible Machine Learning - How Not to Repeat the Past

Explore techniques for organizing and reproducing deep learning experiments, including standardized logging, versioning, and templated workflows. Enhance collaboration and minimize duplication in ML projects.

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

MLOps World: Machine Learning in Production

Generalizing Diversity - Machine Learning Operationalization for Pharma Research

Explore ML operationalization in pharma research, addressing challenges of transitioning from one-off to repeated model usage in critical workflows. Learn strategies for leveraging MLOps platforms in enterprise settings.

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

MLOps World: Machine Learning in Production

SLA-Aware Machine Learning Inference Serving on Serverless Computing Platforms

Explore adaptive batching for efficient ML inference serving on serverless platforms. Learn to optimize costs and ensure SLA compliance using MLProxy for improved performance.

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

MLOps World: Machine Learning in Production

Machine Learning Infrastructure at Meta Scale

Explore Meta's reimagined AI infrastructure stack, addressing challenges in scaling ML models for ranking and recommendation systems serving billions of users.

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

MLOps World: Machine Learning in Production

Deploying and Managing Machine Learning Models at Scale - A Hands-On Workshop

Deploy and manage ML models at scale. Hands-on workshop covers creation, deployment, monitoring, and management using real-life scenarios. Gain practical experience with Seldon Deploy, explainers, and outlier detection.

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

MLOps World: Machine Learning in Production

Automated Machine Learning Tuning with FLAML

Explore automated machine learning and tuning using FLAML, a fast Python library. Learn to automate ML tasks, perform general tuning, and conduct zero-shot AutoML efficiently.

• YouTube
• 2 hours 59 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

Hands-on Workshop: Create Machine Learning Retraining Pipelines

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

• YouTube
• 2 hours 22 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

Developing a Data-Centric NLP Machine Learning Pipeline for Text Classification

Explore the development of a text classification pipeline using BERT, focusing on creating a robust training dataset and taxonomy for improved ML results in a real-time system.

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

MLOps World: Machine Learning in Production

Production Machine Learning Monitoring: Outliers, Drift, Explainers and Statistical Performance

Dive deep into advanced ML model monitoring techniques, including outlier detection, concept drift, explainability, and performance metrics for robust production deployments.

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

MLOps World: Machine Learning in Production

Marius: Machine Learning over Billion-Edge Graphs - 10x Faster and 5x Cheaper

Discover how Marius optimizes machine learning on billion-edge graphs, achieving 10x faster and 5x cheaper training through innovative data flow architecture and resource utilization.

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

MLOps World: Machine Learning in Production

Security Audits for Machine Learning Attacks

Explore common machine learning security attacks and learn effective remediation strategies to protect your models from harmful outcomes and data exposure. Enhance your organization's security practices.

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

MLOps World: Machine Learning in Production

The Rapid Evolution of the Canonical Stack for Machine Learning

Explore the evolution of AI/ML tech stacks and the emergence of a canonical stack for machine learning, democratizing AI for companies of all sizes.

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

MLOps World: Machine Learning in Production

MLOps at Acerta - Automating the Machine Learning Lifecycle for Manufacturing

Automate the machine learning lifecycle for manufacturing, enhancing efficiency, scalability, and reproducibility. Learn to build a robust MLOps platform for production-grade systems.

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

MLOps World: Machine Learning in Production

PANAMA: In-Network Aggregation for Shared Machine Learning Clusters

Explore PANAMA, a novel in-network aggregation framework for distributed ML training, enhancing performance and resource sharing in shared clusters.

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

MLOps World: Machine Learning in Production

UnionML: A Microframework for Building Machine Learning Applications

Explore UnionML, a microframework simplifying ML application development. Learn to streamline the process from research to production, addressing common challenges in the ML lifecycle.

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