Azure Databricks & Spark
Lakehouse architecture, Delta Lake, Spark, ETL, streaming, MLflow and governance on Azure Databricks.
Intermediate
8 coursesAdministering Clusters and Configuring Policies with Databricks
Databricks architecture, cluster types and runtimes, autoscaling, cluster policies, pools and init scripts.
ETL Pipelines with Azure Databricks and Data Factory
Build ETL with Spark and PySpark, Unity Catalog governance, Delta Lake and Databricks vs Data Factory.
Manage Data with Azure Databricks and Azure Data Lake
Connect Databricks to ADLS Gen2 securely, ingest with Auto Loader and govern with Unity Catalog.
Managing Models Using MLflow on Databricks
Track, productionize, serve and customize models with MLflow projects on Databricks.
Monitoring, Logging and Cost Management in Azure Databricks
Built-in monitoring, diagnostic logging, KQL, Spark performance analysis and cost optimization levers.
Extract Insights and Visualize Data with Databricks SQL
This training covers practical skills that are becoming increasingly important in IT and data-driven roles: transforming raw data into insights that are easy to understand and share. In m...
Integrate Databricks SQL with External Data Sources
integrate · databricks · sql · external · data · sources · azure · spark · engineering · analytics · catalog · demonstration · unity · scenario · access · managed · connection · federated...
Query and Explore Data in Databricks SQL
UPPER() and LOWER() — case normalization.
Advanced
6 coursesOptimize Storage and Performance with Delta Lake
Delta Lake internals, ACID, OPTIMIZE, Z-Order, liquid clustering, caching and Photon acceleration.
Real-Time Data Processing with Azure Databricks
Spark Structured Streaming with Event Hubs — windowing, stateful processing and real-time anomaly detection.
Machine Learning with Azure Databricks
The Databricks ML lifecycle: MLflow tracking, tuning with Ray, the model registry, serving and AutoML.
Building Deep Learning Models on Databricks
Build, train, tune and serve deep-learning models on Databricks with TensorBoard integration.
Security and Compliance in Azure Databricks
Databricks security architecture, IAM/RBAC, network isolation, encryption, Unity Catalog and compliance.
Monitor and Optimize Queries in Databricks SQL
You must decide where to position yourself on this curve for each type of load.
Interested in Azure Databricks & Spark?
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