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Evaluation and Weightage
Continuous Assessment : 50%

Final Examination : 50%

WQD7006 Machine Learning for Data Science

Learning Outcomes
At the end of this course, students are able to:
1. Explain the concepts and techniques for machine learning.
2. Identify appropriate machine learning techniques for various datasets.
3. Evaluate practical solutions to common problems in machine learning.

Synopsis of Course Content
This course introduces fundamental concepts and techniques for machine learning. It covers topics
such as linear and logistics regression, decision trees, support vector machines, and reinforcement
learning.

Evaluation and Weightage
Continuous Assessment : 50%
Final Examination : 50%

WQD7007 Big Data Management

Learning Outcomes
At the end of this course, students are able to
1. Explain the processes in data pipeline
2. Discuss database concepts and technologies for big data storage and retrieval
3. Apply appropriate models, tools, and technologies to implement storage, search and retrieval
systems for large-scale structured and unstructured information systems.
4. Analyse data provenance and data trustworthiness, and its role in sharing and reuse of data.

Synopsis of Course Content
This course prepares students to deal with large-scale collections of data as objects to be stored,
searched over, selected, and transformed for use and reuse. It examines the underlying principles
and technologies used to capture data, clean it, contextualize it, store it, and access it for a
repurposed use. Data provenance is also examined to determine the trustworthiness of data.

Evaluation and Weightage
Continuous Assessment : 60%
Final Examination : 40%

WQD 7008 Parallel and Distributed Computing

Learning Outcomes
At the end of this course, the students are able to:
1. Recognize the underlying principles of parallel and distributed computing.
2. Determine the fundamental paradigms of parallel and distributed computing.
3. Identify the issues and problems, together with the solutions in implementing parallel and
distributed systems.