Exam Name: Associate - Data Science and Big Data Analytics v2 Exam
Certification Provider: EMC
Corresponding Certification: Dell EMC Certification
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EMC DEA-7TT2 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Advanced Analytics for Big Data - Technology and Tools | 22% | - In-database analytics and SQL fundamentals - Advanced SQL: window functions, aggregates, MADlib - Spark and distributed processing frameworks - Hadoop ecosystem and its components |
| Topic 2: Data Analytics Lifecycle | 8% | - Data preparation phase activities and roles - Communicating results and operationalization - Purpose and phases of the lifecycle - Model building phase activities and roles - Discovery phase activities and roles - Model planning phase activities and roles |
| Topic 3: Advanced Analytics - Theory, Application, and Interpretation | 40% | - Unsupervised and supervised learning concepts - Association rules and time series analysis - Model evaluation and validation methods - Linear and logistic regression - Classification and clustering techniques |
| Topic 4: Operationalizing an Analytics Project and Data Visualization | 10% | - Guidelines for communicating findings - Deployment and integration of models - Visualization best practices and tools |
| Topic 5: Initial Analysis of the Data | 15% | - Basic R commands for data exploration - Hypothesis testing concepts and application - Statistical measures and data visualization |
| Topic 6: Big Data, Analytics, and the Data Scientist Role | 5% | - Role and required skills of a Data Scientist - Business drivers for Big Data analytics - Characteristics of Big Data |
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