Exam Code: | Databricks-Certified-Professional-Data-Scientist | ||
Exam Name: | Databricks Certified Professional Data Scientist Exam | ||
Certification(s): | Data Scientist Professional | ||
Total Questions: | 138 Questions Answers | ||
Latest Updated: | Dec 16,2024 | ||
Price: (Discounted) | Was: $85 Now: $59 |
Databricks-Certified-Professional-Data-Scientist Exam Topics
The Databricks-Certified-Professional-Data-Scientist exam covers a wide range of topics related to data science and machine learning. The following table provides a summary of the main topics covered in the exam, along with the percentage of the exam score that each topic represents:
Topic | Percentage of Exam Score |
---|---|
Data Engineering | 25% |
Exploratory Data Analysis and Visualization | 20% |
Machine Learning Algorithms | 30% |
Model Deployment and Evaluation | 15% |
Effective Communication | 10% |
In order to pass the exam, candidates must achieve a score of at least 70%.
Data Engineering
This topic covers the skills and knowledge required to work with data in a variety of formats and sources. Candidates should be able to:
- Understand the different types of data and their characteristics
- Choose the appropriate data storage and processing technologies
- Perform data cleaning and transformation tasks
- Create and manage data pipelines
Exploratory Data Analysis and Visualization
This topic covers the skills and knowledge required to explore and visualize data in order to gain insights. Candidates should be able to:
- Use data visualization tools to create informative and engaging visualizations
- Identify patterns and trends in data
- Develop and test hypotheses about data
- Communicate findings to others in a clear and concise manner
Machine Learning Algorithms
This topic covers the skills and knowledge required to develop and implement machine learning models. Candidates should be able to:
- Understand the different types of machine learning algorithms and their strengths and weaknesses
- Select the appropriate machine learning algorithm for a given problem
- Train and evaluate machine learning models
- Interpret the results of machine learning models
Model Deployment and Evaluation
This topic covers the skills and knowledge required to deploy and evaluate machine learning models in production. Candidates should be able to:
- Understand the different methods for deploying machine learning models
- Monitor and evaluate the performance of deployed machine learning models
- Troubleshoot and resolve problems with deployed machine learning models
Effective Communication
This topic covers the skills and knowledge required to effectively communicate data science and machine learning results to others. Candidates should be able to:
- Write clear and concise technical reports
- Give presentations about data science and machine learning projects
- Explain data science and machine learning concepts to non-technical audiences
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