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EMC D-AA-OP-23 Exam Overview:
| Certification Vendor: | Dell Technologies |
| Exam Name: | Data Scientist Advanced Analytics Optimize 2023 |
| Exam Number: | D-AA-OP-23 |
| Exam Duration: | 90 minutes |
| Available Languages: | English, French |
| Exam Format: | Multiple choice, Scenario-based questions |
| Related Certifications: | Data Science Foundations Data Engineering Optimize |
| Recommended Training: | Advanced Methods in Data Science and Big Data Analytics |
| Exam Registration: | Dell Technologies Certification Portal |
| Exam Way: | Proctored exam (online via OnVUE or test center via Pearson VUE) |
| Pre Condition: | Recommended: completion of Data Science Foundations or equivalent experience in data science and big data analytics |
| Official Syllabus URL: | https://learning.dell.com/content/dell/en-us/home/certification-overview/available-exams/data-scientist-advanced-analytics-optimize.html |
EMC D-AA-OP-23 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Natural Language Processing (NLP) | 20% | - Language modeling - NLP ambiguity concepts - Text preprocessing |
| Data Science Theory and Methods | 15% | - Maximum Entropy models - Multinomial Logistic Regression - Simulation methods - Random Forests |
| Data Visualization | 12% | - Multivariate data visualization - Perception and visualization principles |
| MapReduce | 15% | - Hadoop MapReduce framework and implementation - HDFS (Hadoop Distributed File System) - YARN resource management |
| Hadoop Ecosystem and NoSQL | 15% | - Spark ecosystem overview - Hive - NoSQL databases - HBase - Pig |
| Social Network Analysis (SNA) | 23% | - Network problems and tools - Graph theory fundamentals - Community detection |
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