Databricks Courses

PandasUDFs - Scaling Ensembles for Improved Predictions

Learn to scale models efficiently using PandasUDFs, a powerful technique for creating category-specific predictions and ensembles. Discover implementation tips, workarounds, and equivalents in R and Koalas.

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

Object Detection with Transformers - From Training to Deployment

Explore cutting-edge object detection using transformers, from fundamental concepts to advanced techniques. Learn scalable training with Determined AI and deployment using MLflow.

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

Koalas: Scaling Pandas APIs on Apache Spark - Performance and Comparison with Dask

Explore Koalas: pandas-like APIs for big data on Apache Spark. Compare performance with Dask, learn about recent updates, and understand its scalability for data science tasks.

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

Empowering Developers with Self-Service ETL - Zillow's Approach

Zillow's self-service ETL solutions empower teams to build, maintain, and monitor data pipelines, abstracting complex processes and catering to diverse user needs while leveraging internal services for efficient implementation.

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

Drug Repurposing Using Deep Learning on Knowledge Graphs

Explore deep learning on knowledge graphs for drug repurposing, covering graph building, latent relationship prediction, and application to existing drugs for new treatments.

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

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

Using Docker Images in Production - Databricks Case Study

Learn how Condé Nast evolved Spire, their user segmentation service, from notebooks to Docker images on Databricks clusters. Explore the streamlined deployment workflow, challenges faced, and solutions implemented.

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

Auto-Train a Time-Series Forecast Model with Azure Machine Learning and Azure Databricks

Discover how to efficiently build accurate forecasting models at scale using Azure Machine Learning and Azure Databricks, enhancing enterprise AI/ML capabilities for various industries.

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

Advancing GPU Analytics with RAPIDS Accelerator for Apache Spark and Alluxio

Learn to accelerate GPU analytics using RAPIDS for Apache Spark and Alluxio, enabling faster data access and processing for AI and analytics workloads across any cloud environment.

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

Advanced Natural Language Processing with Apache Spark NLP

Explore advanced NLP tasks using Apache Spark NLP, covering classification, named entity recognition, sentiment analysis, and more through hands-on Python notebooks and deep learning techniques.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

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

Unified MLOps: Feature Stores and Model Deployment

Explore a new MLOps approach merging databases, feature stores, and ML for scalable model production. Learn about Splice Machine's hybrid database and its applications in feature engineering and model deployment.

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

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

What's New with Databricks Machine Learning

Explore Databricks' latest ML innovations, from data preparation to model deployment, in a detailed demo showcasing simplified lifecycle management and enhanced productivity features.

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

Growing the Delta Ecosystem - Delta-RS for Rust and Python

Explore delta-rs, a Rust library extending Delta Lake beyond Spark. Learn its current capabilities, roadmap, and real-world application in kafka-delta-ingest for high-throughput data transfer.

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