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Databricks is a cloud-based platform that provides an easy-to-use interface for data processing, analytics, and machine learning tasks. It is a powerful tool that allows data scientists to focus on their core tasks and automate many of the tedious tasks involved in data analysis. The Databricks-Certified-Professional-Data-Scientist (Databricks Certified Professional Data Scientist) Exam is a certification program that assesses a data scientist's proficiency in using Databricks to solve complex data-related problems.

Reference: https://credentials.databricks.com/group/227970

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The Databricks Databricks-Certified-Professional-Data-Scientist exam focuses on a wide range of topics that are relevant to data science, such as data exploration and visualization, machine learning, statistics, data engineering, and data pipelines. Databricks-Certified-Professional-Data-Scientist exam is designed to assess a candidate's ability to use Databricks software to analyze data, build models, and deploy them into production using the platform.

Databricks Databricks-Certified-Professional-Data-Scientist Exam Syllabus Topics:

SectionWeightObjectives
Machine Learning Development30%- Model training
  • 1. Supervised learning workflows
  • 2. Hyperparameter tuning
  • 3. Cross-validation
- Model evaluation
  • 1. Performance metrics
  • 2. Model selection
  • 3. Experiment tracking
Data Exploration and Preparation20%- Data preparation
  • 1. Data cleansing
  • 2. Feature engineering
  • 3. Data transformation
- Data profiling
  • 1. Exploratory data analysis
  • 2. Feature identification
  • 3. Data quality assessment
Model Deployment and Serving15%- Deployment strategies
  • 1. Real-time serving
  • 2. Model endpoints
  • 3. Batch inference
- Production operations
  • 1. Performance tracking
  • 2. Monitoring predictions
  • 3. Deployment validation
Governance and MLOps15%- MLOps practices
  • 1. CI/CD for machine learning
  • 2. Operational best practices
  • 3. Model monitoring
- Governance
  • 1. Unity Catalog integration
  • 2. Access control
  • 3. Data lineage
ML Lifecycle Management20%- Reproducibility
  • 1. Tracking runs
  • 2. Environment management
  • 3. Managing artifacts
- MLflow
  • 1. Experiment management
  • 2. Model versioning
  • 3. Model registry

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