Data Protection Courses

Databricks

Democratizing Data Quality Through a Centralized Platform at Zillow

Explore Zillow's centralized platform for data quality, enabling stakeholders to define expectations, perform validations, and monitor data health across complex organizations.

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

Databricks

Data Discovery at Databricks with Amundsen - Improving Productivity and Trust

Explore how Databricks leverages Amundsen for efficient data discovery, improving productivity by surfacing relevant datasets, SQL dashboards, and metadata programmatically.

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

Databricks

Automated Metadata Management in Data Lakes - A CI/CD Driven Approach

Discover a CI/CD-driven approach to automated metadata management in data lakes, focusing on balancing development speed, governance, and schema evolution for rapidly growing organizations.

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

Databricks

Architect's Open-Source Guide for Data Mesh Architecture

Explore Data Mesh architecture, its principles, benefits, and implementation challenges. Learn about open-source tools like Apache Spark for building effective Data Mesh systems in real-world scenarios.

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

Databricks

Advanced SQL for Data Scientists

Master essential SQL skills for data science: statistics, data prep, advanced filtering, window functions, and analytics tool integration.

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

Databricks

Code Once, Use Often - Declarative Data Pipelines

Learn to build efficient, reusable data pipelines using declarative approaches. Explore techniques for reducing food waste through data-driven solutions and automation in this developer-focused session.

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

Databricks

Accelerating Data Science Initiatives with Databricks and Privacera

Explore how Databricks' SQL Analytics and Privacera's governance capabilities integrate to provide rapid, secure data access for advanced analytics while ensuring compliance with privacy regulations.

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

Databricks

A Collaborative Data Science Development Workflow Using Kedro and MLflow

Explore a collaborative data science workflow using Kedro pipelines, MLflow tracking, and cloud-agnostic GPU containers for efficient model development, training, and production deployment.

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

Databricks

Testing ML Models in Production - Detecting Data and Concept Drift

Explore robust ML model testing in production using MLflow, SciPy, and statsmodels. Learn key statistical tests, metrics for drift detection, and gain practical insights for maintaining model effectiveness.

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

Databricks

Considerations for Data Access in Lakehouse Architectures

Explore data access considerations in lakehouse architectures, covering fine-grained controls, row-level segmentation, and BI tool integration for effective data governance and management.

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

Databricks

Building Data Quality Pipelines with Apache Spark and Delta Lake

Learn to build robust data quality pipelines using Apache Spark and Delta Lake. Explore rule templates, reporting models, and PowerBI integration for effective data remediation and self-healing in enterprise environments.

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

Databricks

Interpretable Machine Learning - Data Brew Season 2 Episode 7

Explore interpretable machine learning with Ameet Talwalkar, discussing its relation to data privacy, fairness, and practical applications in this insightful interview on cutting-edge ML research.

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

Databricks

Why Lakehouse Architecture Now - Exploring Enterprise Data Warehouse Failures and the Need for Lakehouse Paradigm

Explore the shift from enterprise data warehouses to lakehouse architecture, focusing on benefits, challenges, and Starburst's role in powering SQL-based analytics on Delta Lake.

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

Databricks

Manufacturing and Distribution Industry Forum - Data and AI Summit 2021

Explore how leading manufacturers leverage data and AI to optimize operations and supply chains. Industry experts share insights on intelligent manufacturing, equipment-as-a-service, and sustainability initiatives.

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

Databricks

Apache Spark, Data Science, and Machine Learning Advances - Data + AI Summit 2021 Keynote

Explore AI advancements, data science, MLOps, and Databricks Lakehouse Platform innovations. Featuring industry leaders and Bill Nye, this keynote covers MLFlow updates, AutoML, and practical machine learning solutions.

• YouTube
• 2 hours 18 minutes
• Self-Paced
• Free Video