Data Programming I
Timeline
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September 17, 2024Experience start
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September 20, 2024Project Scope Meeting (TBD)
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October 26, 2024Midway Check-in (TBD)
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December 10, 2024Final Presentation (TBD)
-
December 14, 2024Experience end
Timeline
-
September 17, 2024Experience start
-
September 20, 2024Project Scope Meeting (TBD)
Conference call/ Meeting between students/instructors
and organization to confirm: project scope, communication styles, and important dates.
-
October 26, 2024Midway Check-in (TBD)
Conference call/ Meeting between students and the
organization to ensure that progress is on track halfway through completion.
-
December 10, 2024Final Presentation (TBD)
Be available to attend the final presentation day (in-person or
remote), and provide feedback to students on their completed project.
-
December 14, 2024Experience end
Categories
Data visualization Data analysis Data modelling Data scienceSkills
nosql apache hbase presentations adult education apache kafka apache spark java (programming language) scala (programming language) application programming interface (api) computer scienceThis course is part of the Big Data Programming and Analytics certificate program.
Students in the program are adult learners with a post-secondary degree/diploma in
computer science, engineering, business, etc.
This course examines developing solutions for extracting and analyzing big data sets
using various technologies. Students will learn Scala and Java, which are the
fundamental part of Spark, Kafka, and HBase. The focus will be on Apache Spark and
its different aspects. Students will explore real-time analytics tools such as Kafka and
HBase. NoSQL will be covered in this course.
Course activities will include instructor presentations, required readings and experiential
learning activities (i.e. case studies, group discussions, projects, etc.).
The final project deliverables will include:
A report on students’ findings and details of the problem presented
Future collaboration ideas will be identified based on current project outcomes
Project timeline
-
September 17, 2024Experience start
-
September 20, 2024Project Scope Meeting (TBD)
-
October 26, 2024Midway Check-in (TBD)
-
December 10, 2024Final Presentation (TBD)
-
December 14, 2024Experience end
Timeline
-
September 17, 2024Experience start
-
September 20, 2024Project Scope Meeting (TBD)
Conference call/ Meeting between students/instructors
and organization to confirm: project scope, communication styles, and important dates.
-
October 26, 2024Midway Check-in (TBD)
Conference call/ Meeting between students and the
organization to ensure that progress is on track halfway through completion.
-
December 10, 2024Final Presentation (TBD)
Be available to attend the final presentation day (in-person or
remote), and provide feedback to students on their completed project.
-
December 14, 2024Experience end
Project Examples
The project provides an opportunity for businesses and learners to collaborate to
identify and translate a real business problem into an analytics problem.
The projects, which can be short, will allow the student to apply the skills acquired on
the various tools to address the business problem. Students also learn how to
implement real-time scenarios.
Some examples of potential projects:
Development of search and analytics solutions
Development of highly scalable and cost-efficient applications with MongoDB
Building MongoDB data models for enterprise applications
Deploy and management of Elasticsearch clusters
You should submit a high-level proposal/business problem statement including relevant
data sets and definitions, a list of acceptable tools (if applicable), and expected
deliverables. Business datasets could be provided based on a non-disclosure
agreement or in an anonymized/synthetic data format that is relevant to your
organization and business problem. The course instructors will review the documents to
confirm the scope and timing of the proposed problem and its alignment with the
capstone course requirements.
Analytics solution may be applicable for (however they are not limited to) the following
topics:
1. Demand for social services (healthcare, emergency services, infrastructure, etc.)
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2. Customer acquisition and retention
3. Merchandising for trade areas (categories)
4. Quantifying Customer Lifetime Value
5. Determining media consumption (mass vs digital)
6. Cross-sell and upsell opportunities
7. Develop high propensity target markets
8. Customer segmentation (behavioral or transactional)
9. New Product/Product line development
10. Market Basket Analysis to understand which items are often purchased together
11. Ranking markets by potential revenue
12. Consumer personification
To ensure students’ learning objectives are achieved, we recommend that the datasets
are at least 20,000+ rows in size. Data need to be ‘clean’. If more than one database is
provided, which must be conjoined, students will be required to integrate them. This
supports the learning experience and minimizes partner data preparation.
Companies must answer the following questions to submit a match request to this experience:
Be available for a quick phone call with the organizer to initiate your relationship and confirm your scope is an appropriate fit for the experience. Advise the instructor if students will be required to sign an NDA prior to beginning the project.
What's your dataset size? Please note that ideally the datasets should be at least 20,000+ rows in size.
Share feedback and recommendations about the project deliverables with the students and instructor.
Provide a dedicated contact who will be available to answer periodic emails or phone calls over the duration of the project to address student’s questions or provide additional information. Minimum of 2-4 interactions with each student group leader (approximately 4-6 hours over the duration of the project). Let the students/instructor know if you will be away for an extended time (e.g., vacation).
Timeline
-
September 17, 2024Experience start
-
September 20, 2024Project Scope Meeting (TBD)
-
October 26, 2024Midway Check-in (TBD)
-
December 10, 2024Final Presentation (TBD)
-
December 14, 2024Experience end
Timeline
-
September 17, 2024Experience start
-
September 20, 2024Project Scope Meeting (TBD)
Conference call/ Meeting between students/instructors
and organization to confirm: project scope, communication styles, and important dates.
-
October 26, 2024Midway Check-in (TBD)
Conference call/ Meeting between students and the
organization to ensure that progress is on track halfway through completion.
-
December 10, 2024Final Presentation (TBD)
Be available to attend the final presentation day (in-person or
remote), and provide feedback to students on their completed project.
-
December 14, 2024Experience end