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DASCA SDS Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Machine Learning at Scale	25-30%	- Deep Learning Fundamentals 1. Recurrent Networks 2. Convolutional Networks 3. Neural Networks - Supervised Learning 1. Ensemble Methods 2. Support Vector Machines 3. Time Series Forecasting - Unsupervised Learning 1. Anomaly Detection 2. Clustering Algorithms 3. Dimensionality Reduction
Topic 2: Big Data Engineering	15-20%	- Cloud Computing for Data Science 1. AWS/Azure/GCP Services 2. Serverless Architectures 3. Containerization - Distributed Computing 1. Apache Spark 2. Hadoop Ecosystem 3. Data Pipelines
Topic 3: Advanced Statistical Modeling	20-25%	- Statistical Inference 1. Bayesian Methods 2. Hypothesis Testing 3. Confidence Intervals - Regression Analysis 1. Generalized Linear Models 2. Regularization Techniques 3. Linear and Logistic Regression
Topic 4: Foundations of Data Science	15-20%	- Data Science Ethics 1. Transparency and Explainability 2. Privacy and Confidentiality 3. Bias and Fairness - Data Science Lifecycle 1. Model Building and Evaluation 2. Deployment and Monitoring 3. Problem Formulation 4. Data Collection and Preparation
Topic 5: Data Visualization and Communication	10-15%	- Visualization Principles 1. Storytelling with Data 2. Dashboard Design - Tools and Technologies 1. Tableau/Power BI 2. Python Visualization Libraries

DASCA Senior Data Scientist Sample Questions:

Question #1

Which of the following phases is NOT a Big Data Business Model Maturity Index?

A. Business Metamorphosis
B. Business Optimization
C. Business Strategy
D. Data Monetization
E. Business Monitoring

Reveal Solution Discussion 0

Correct Answer: C 🗳️