Data Council Courses

Ten Years of Building Open Source Standards in Data Engineering

Explore a decade of open-source standards development, from Parquet to Arrow. Gain insights into community-driven innovation and the evolving landscape of data engineering.

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

How to Use Your Development Data to Make LLMs Code Like You and Your Team

Harness development data to personalize LLMs and copilots for your team. Learn to gather actionable insights between commits, enhancing coding processes and tools.

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

Beyond MLOps: Building AI Systems with Metaflow

Revolutionize ML systems with Metaflow: explore real-world examples, understand Generative AI's impact, and learn to build complex AI-powered systems for healthcare, finance, and entertainment.

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

Case Studies from a Methodologist on an Experimentation Platform

Explore Microsoft's A/B testing methodologies, focusing on statistical evaluation and simulation frameworks, and learn about their variance reduction estimator's impact on service efficacy.

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

Building an Open Data Service Layer with Arrow, DuckDB and Semantic Layer

Explore FlexQuery, an open-source solution revolutionizing data services with Arrow, DuckDB, and semantic layers. Learn to create high-performance, scalable analytics environments using Python and cutting-edge technologies.

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

Time Series Analytics with Apache Arrow, Pandas, and Parquet - A 101 Introduction

Explore efficient time-series data handling using Apache Arrow and Parquet. Master open-source technologies for high-performance analytics applications.

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

Predictive Auto-Scaling at MongoDB - Revolutionizing Database Management

Explore MongoDB's predictive auto-scaling algorithm, preventing overloads and reducing costs across half a million database servers. Learn about cloud computing's future, successful techniques, and deployment challenges.

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

Is Kubernetes a Database? Exploring Its Potential as a Stateful Workload Manager

Explore Kubernetes' evolution beyond stateless apps, supporting stateful workloads and database management. Learn how to transform the Kubernetes API into a powerful database and metastore, revolutionizing tech projects.

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

Building Responsible and Trustworthy Generative AI Products at LinkedIn

Explore LinkedIn's ethical AI development, focusing on responsible Generative AI practices. Gain insights into foundational principles and architecture guiding their AI journey and cutting-edge products.

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

What Makes for an Effective Data Practitioner in 2024

Gain insights on essential skills and career development for data practitioners in 2024. Learn from an industry expert about navigating complexities and advancing in the field.

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

Driving Revenue by Getting Your Data Outside Your Company

Transform data into a revenue-generating asset. Learn step-by-step processes, tools, and techniques to launch successful data products. Explore real-life examples and practical advice for executing a data monetization strategy.

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

Event Sourcing with Kafka at Scale

Discover how Event Sourcing with Kafka can revolutionize data capture, storage, and analysis. Learn practical strategies to overcome challenges and enhance operational efficiency.

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

How Data Teams Can Contribute to Data Privacy

Explore global data privacy regulations, dispel misconceptions, and learn advanced techniques for privacy-aware systems in data engineering and management.

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

Building a User-Level Targeting Platform for Personalized Coupon Offers

Explore innovative coupon targeting techniques using HTE models for personalized offers. Learn about statistical methods and efficient data processing for real-time responses in this cutting-edge platform.

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

Processing Trillions of Records with Mini Serverless Databases at Okta

Explore serverless DuckDBs for efficient data processing, optimizing batch ETL, streaming, and SQL flexibility while addressing Kafka, latency, and ELT complexities in large-scale environments.

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