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