December 2023
Intermediate
2h 24m
English
Closed Captioning available in German, English, Spanish, French, Italian, Japanese
Overview
Databricks Certified Data Engineer Associate
Course 1: Databricks Lakehouse Platform
Description
Learn foundational Databricks capabilities including compute, storage, notebooks, and jobs to build scalable data solutions.
Learning Objectives
- Create clusters and configure runtime environments
- Perform exploratory analysis with notebooks
- Schedule and monitor multi-task workflows
Description
Master Spark SQL for reading, transforming, and loading data at scale. Learn techniques like data validation, custom business logic, and slowly changing dimensions.
Learning Objectives
- Query data in notebooks with Spark SQL
- Handle complex data types
- Apply data quality rules
- Implement slowly changing dimensions
Description
Build ML models with Python and Scala APIs in Databricks. Learn best practices for feature engineering, hyperparameter tuning, and model evaluation.
Learning Objectives
- Engineer features from raw data
- Tune models with cross validation
- Evaluate model performance
- Operationalize models with MLflow
Description
Architect reliable and performant data infrastructure with Delta Lake, streaming, and autoscaling.
Learning Objectives
- Implement ACID transactions
- Build streaming ETL solutions
- Autoscale infrastructure to meet SLAs
- Migrate data warehouses to lakehouse
Description
Orchestrate workloads using multi-task Jobs with configurable scheduling, dependencies, and error handling.
Learning Objectives
- Schedule notebooks, jobs and pipelines
- Set dependencies across tasks
- Handle and retry failures
- Monitor runs using the Jobs UI
Description
Provide governed data access across storage like ADLS, S3, and GCS using Unity Catalog.
Learning Objectives
- Deploy a Unity Catalog
- Manage credentials securely
- Apply object-level security
- Query data from storage tiers
- Assimilate OpenAI
- 52 Weeks of AWS-The Complete Series
- Microsoft Azure Fundamentals (AZ-900) Certification
- Rust Bootcamp
- Python Bootcamp
- Google Professional Machine Learning Engineer Course 2023 (Rough Draft)
- Rust Data Engineering
- Building with the GitHub EcoSystem: Copilot, CodeSpaces, and GitHub Actions
- Microsoft Azure Fundamentals (AZ-900) Certification
- Google Professional Cloud Architect Certification Course 2023 (Rough Draft)
- AWS Solutions Architect Professional (SAP-C02) 2023
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