| Exam Code: | Databricks-Machine-Learning-Professional | ||
| Exam Name: | Databricks Certified Machine Learning Professional Exam | ||
| Certification(s): | Machine Learning Professional | ||
| Total Questions: | 60 Questions Answers | ||
| Latest Updated: | Dec 16,2024 | ||
| Price: (Discounted) | Was: $85 Now: $59 | ||
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I do not have access to the exact weighting of topics for the Databricks Certified Machine Learning Professional exam. The weighting and specific topics are proprietary information held by Databricks. Exam content is also subject to change.
However, I can provide a table outlining the likely major topic areas based on common machine learning practices and the Databricks platform. Do not rely on these percentages as accurate; they are estimates for illustrative purposes only. Consult the official Databricks exam guide for the most up-to-date and precise information.
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<h3>Likely Topics Covered in the Databricks Certified Machine Learning Professional Exam</h3>
<p><em>Note: The percentages below are ESTIMATES ONLY and should not be considered definitive. Consult official Databricks documentation for accurate information.</em></p>
<table class="table table-striped table-bordered">
<thead>
<tr>
<th>Topic Area</th>
<th>Description</th>
<th>Estimated Percentage (Illustrative Only)</th>
</tr>
</thead>
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<tr>
<td><strong>Data Ingestion & Preparation</strong></td>
<td>Working with various data sources (e.g., CSV, Parquet, Delta Lake), data cleaning, transformation, feature engineering, using Spark SQL and DataFrames for data manipulation.</td>
<td>15-20%</td>
</tr>
<tr>
<td><strong>Feature Engineering & Selection</strong></td>
<td>Creating, transforming, and selecting relevant features using techniques like one-hot encoding, scaling, dimensionality reduction (PCA), feature importance analysis.</td>
<td>10-15%</td>
</tr>
<tr>
<td><strong>Model Training & Evaluation</strong></td>
<td>Training various machine learning models (regression, classification, clustering) using libraries like scikit-learn, TensorFlow, PyTorch on Databricks; evaluating model performance using metrics like accuracy, precision, recall, F1-score, AUC.</td>
<td>25-30%</td>
</tr>
<tr>
<td><strong>Model Deployment & Monitoring</strong></td>
<td>Deploying models using Databricks MLflow, managing model versions, monitoring model performance in production, retraining models as needed, A/B testing.</td>
<td>20-25%</td>
</tr>
<tr>
<td><strong>MLOps Principles & Practices</strong></td>
<td>Understanding and applying MLOps principles for model lifecycle management, reproducibility, collaboration, and scalability within the Databricks environment. Version control, CI/CD pipelines.</td>
<td>15-20%</td>
</tr>
<tr>
<td><strong>Hyperparameter Tuning & Optimization</strong></td>
<td>Techniques for finding optimal hyperparameters (e.g., grid search, random search, Bayesian optimization) to improve model performance.</td>
<td>10-15%</td>
</tr>
<tr>
<td><strong>Databricks Ecosystem and Tools</strong></td>
<td>Deep understanding of Databricks features relevant to ML, including notebooks, clusters, workspace management, security considerations.</td>
<td>5-10%</td>
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</html>Remember to consult the official Databricks documentation for the most current and reliable information regarding the exam content and passing score. The passing score itself is also not publicly released by Databricks.
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