MLOps World: Machine Learning in Production Courses

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
• Self-Paced
• Free Video

Building Scalable ML Services for Rapid Development in Health and Wellness

Discover how to build and scale ML services for health and wellness products, reducing release time by 85% using open-source tools like DBT, AirFlow, and MLFlow.

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

Introduction to Drifter ML: A Testing Framework for Machine Learning Models

Explore Drifter-ML, a testing framework ensuring ML models meet training assumptions. Learn motivations and practical examples for model testing.

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

Advanced Model Deployment with Seldon Deploy - Workshop Session

Create, deploy, monitor, and manage a customer segmentation ML model using Seldon Deploy. Explore e-commerce data, train models, deploy artifacts, and update with explainers and outlier detectors.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Diagnosing Failure Modes in ML Organizations - Lessons from Yelp

Diagnose pitfalls in ML organizations. Learn to improve project velocity, practitioner happiness, and ML adoption across business objectives. Gain insights from Yelp's decade-long ML journey.

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

MLOps Platform Architecture for End-to-End ML Pipelines

Explore Avast's MLOps journey, tooling, and cultural shift for enhanced ML productivity. Learn strategies for model tracking, storage, orchestration, and E2E deployments in large-scale ML pipelines.

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

Keeping Up With ML Models in Production: Mitigating Performance Drift

Learn strategies to mitigate ML model performance drift in production environments, incorporating non-technical collaborators and integrating ML into agile frameworks for long-term success.

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

Multi-armed Bandits in Production at Stitch Fix

Explore scaling challenges and solutions for multi-armed bandits in online experimentation, including a new method for efficient, deterministic Thompson sampling at Stitch Fix.

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

Breaking the Monolithic ML Pipeline with a Feature Store

Explore how a Feature Store decomposes ML pipelines, separating feature and model processes for improved efficiency and team collaboration in machine learning operations.

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

Taking Aim at Bias in AI - Workshop Sessions

Explore strategies to identify and mitigate bias in AI systems, enhancing fairness and ethical decision-making in machine learning applications.

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

Building Pipelines with Kubeflow - Hands-on Workshop

Discover Kubeflow pipelines: create environments, build and upload pipelines, and set up retraining schedules in this hands-on workshop for MLOps practitioners.

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

HoloClean and Kamino - Structured Learning for Private Data Generation

Explore structured learning for private data generation using HoloClean and Kamino frameworks. Learn to preserve data correlations while ensuring privacy in synthetic data instances.

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

MLOps with Orchestration: Accelerating Deployment of AI - Workshop Sessions

Accelerate AI deployment with MLOps orchestration. Learn to integrate tools, streamline processes, and handle complex use cases for efficient ML application development and continuous delivery in production environments.

• YouTube
• 1 hour 49 minutes
• Self-Paced
• Free Video

Next-Gen AI Processors and Why We Need to Think Differently About Software 2.0

Explore next-gen AI processors, computational challenges in machine learning, and innovative approaches to efficient processing beyond traditional GPU solutions.

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

How Not to Let Your Data and Model Drift Away Silently

Discover strategies to prevent data and model drift, ensuring ML models maintain performance and value over time in production environments.

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