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Big Data & AI

The need for data scientists has grown exponentially over the past few years. While there are many Big Data or Data Science minors out there, this minor uniquely focuses on the interaction between the field of Data Science and Artificial intelligence and uses a software-oriented approach to solving ‘wicked (data) problems’.

The core of the minor consists of a group project for an external client, which provides you the opportunity to work on real-life realistic problems.

 

Leerdoelen

The student is able to:

· work on a data science driven research project

· create and train a machine learning model/pattern

· create an application to show the outcomes of the machine learning / deep learning models/patterns

· design and develop a highly scalable parallel distributed processing cluster of nodes

· cooperate with fellow students in software development activities

· effectively communicate with external clients

Ingangseisen

Audience: Bachelor ICT 3rd year with experience in programming.

Rooster

February 2025 - June 2025

 

Sign up (deadline 30-11-2024)

Petra Folkertsma, Haarlem

petra.folkertsma@inholland.nl

 

Questions

Annemarie Burger, Haarlem

Annemarie.burger@inholland.nl

Toetsing

· Project assessment for Big Data & AIconsisting of a written report, a code review and a presentation of the created application.

· Individual homework assignments for Data Mining and Statistics

· Final group presentation for Big Data & AI Fundamentals

· Individual homework assignments for Parallel Distributed Systems (Hadoop)

· Individual final exam for Computer Vision 1

· Individual final assignment for Python & Tools

· Final group paper for Research

· Individual final assignment for Natural Language Processing

· Individual final assignment for Computer Vision 2

· Individual final assignment for Capita Selecta (Guest Lectures)

· Final group presentation for Professional Presenting

All assessments must be completed with a sufficient grade (55 or higher)

Aanvullende informatie

The need for data scientists has grown exponentially over the past few years. While there are many Big Data or Data Science minors out there, this minor uniquely focuses on the interaction between the field of Data Science and Artificial intelligence and uses a software-oriented approach to solving ‘wicked (data) problems’.

The core of the minor consists of a group project for an external client, which provides you the opportunity to work on real-life realistic problems.

  • Workshops by experts
  • Do research with your project group

Lectures on theory combined with practical exercises


Competences
 Analysing - Specifying a distributed computer system consisting of
timing, resource usage and performance
 Designing - Designing a software system while taking into account
existing components and libraries, while making use of design
principles and/or quality criteria
 Designing - Designing a distributed computer system, including
setting up actuators, sensors, timing, resource usage and
performance
 Realising - Setting up an infrastructure that meets demands in
terms of performance, usability, security and compliance
 Realising - Realising a public or private cloud based infrastructure
and services while taking note of all requirements