Video description
Databricks Certified Data Engineer Associate Course 1: Databricks Lakehouse PlatformDescription
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
Product information
- Title: Databricks Certified Data Engineer Associate
- Author(s):
- Release date: December 2023
- Publisher(s): Pragmatic AI Labs
- ISBN: 12212024VIDEOPAIML
You might also like
book
Official Google Cloud Certified Professional Data Engineer Study Guide
The proven Study Guide that prepares you for this new Google Cloud exam The Google Cloud …
book
Databricks Certified Data Engineer Associate Study Guide
Data engineers proficient in Databricks are currently in high demand. As organizations gather more data than …
video
AWS Certified Solutions Architect Associate (SAA-C03)
8+ Hours of Video Instruction 8 Hours of Video Instruction and Test-Taking Strategies for the Topics …
book
Data Engineering with dbt
Use easy-to-apply patterns in SQL and Python to adopt modern analytics engineering to build agile platforms …
