COMP8210 - Big Data Technologies Unit - IT Assignment Help

Assignment Task

SECTION A:
Write your answers to this section in a separate answer book and write “Section A” on the first page of the book.
1. Understanding Big Data
(a) Explain the design (framework) and development (pseudocode) of a curation algorithm that will be used to turn an Email into a Contextualized Email.
(b) Compare Azure Synapse vs. Snowflake and discuss 2 Key Differences between them, in terms of their facilities in understanding the big data.
(c) Using a real-world scenario in Personalized Marketing, explain what is the Big Data problem? Provide examples of the data islands (from open, private, social, and IoT)
in Personalized Marketing, and explain what insights (provide 3 examples) you should achieve by linking and merging the social data island and private (business/personal) data island.

2. Organizing Big Data
(a) Compare Cluster, Grid, and Cloud Computing.
(b) Compare Apache Druid with Spark and discuss 2 Key Differences between them, in terms of their facilities in organizing the big data.
(c) Explain the design of a Data Lake with Microsoft Azure Data Lake (AWS1).
Compare your Data Lake architecture, in the previous part, with Snowflake Data Lake2

3. Curating Big Data
(a) Explain the design of an algorithm that leverages Microsoft Face API services3 to analyze customers’ experience and needs in an in-store shopping scenario.
(b) Mention four machine learning algorithms exposed by Mahout4
What is the difference between Apache Mahout and Apache Spark’s MLlib5

(c) Explain what is Machine Learning as a Service? Discuss an example where you can use Microsoft Azure Synapse to use machine learning services to build and deploy models faster. 

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