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

SectionWeightObjectives
Model Development & Algorithms30%- Regression models: linear, logistic, regularized
- Tree-based models: decision trees, random forest, gradient boosting
- Unsupervised methods: clustering, PCA, anomaly detection
- Spark MLlib and distributed algorithms
Machine Learning Fundamentals25%- In-sample vs out-of-sample evaluation
- Types of machine learning: supervised, unsupervised, reinforcement
- Statistical concepts and bias-variance tradeoff
Model Management & Deployment20%- Monitoring and interpretability
- Model deployment and serving on Databricks
- Experiment tracking and reproducibility with MLflow
- Model registry and versioning
Data Preparation & Feature Engineering25%- Data cleaning, transformation, and validation
- Feature construction, scaling, encoding, and selection
- Using Databricks for data processing

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