Thesis Work for Autonomous data engineering for industrial machine learning (ML) application

Key Skills

Algorithms, Large Language Models - LLMs, Machine learning techniques, MATLAB Programming, Natural Language Processing (NLP), NoSQL, Python Programming, SQL

Job Description

ABB Corporate Research Center in Sweden is located in Västerås, about 100 kilometers west of Stockholm. Together with our colleagues in other R&D centers we develop technologies for future products and services for ABB's core businesses.

In the realm of ML, the quality of data directly influences the efficacy of models and the insights they provide. Data collected from real-world sources is often noisy, incomplete, and subject to errors, which can lead to misleading conclusions and suboptimal predictions. This study will concentrate on automating data engineering process for precise model creation for practical industrial implementation. Particularly automating data cleaning & feature engineering to enhance the reliability and integrity of data as well as improved accuracy and interpretability of industrial ML models.

Details:

• Start: asap for a period of 6 months, 30 ECTS per student
• Suitable for 1 student
• On site ABB Corporate Research in Västerås
• ABB may cover the accommodation in Västerås

Your responsibilities

• Explore autonomous data engineering for industrial ML, focusing on automating data cleaning and feature engineering. The aim is to expedite accurate and efficient model development for industrial applications
• Autonomous data cleaning to identify and rectify inconsistencies, errors, and missing values within real industrial datasets
• Automating/assisting feature selection to transform raw industrial data into informative and relevant features

Your background

• Motivation to solve real world problems using state-of-the-art methods
• Background in data science or engineering or similar
• Basic knowledge on Python or MatLab
• Knowledge on AI & ML
• Good interpersonal skills

More about us

Bring your very own sense of pride and purpose as you help us drive forward the Fourth Industrial Revolution – creating a sustainable future for our planet, and your career. Join ABB and harness the power of our diverse global network, as you collaborate with and learn from our world-class teams. Above all, challenge yourself every day. Let’s write the future, together.

More information: Recruiting Manager Linus Thrybom, +46 730 80 99 06, will answer your questions. Union representatives - Sveriges Ingenjörer: Mikael Blomqvist , +46 768 06 00 11; Ledarna: Lenny Larsson, +46 706 32 85 47; Unionen: Ing-Marie B Lindgren-Turpeinen, +46 703 30 75 40. Any other questions please contact, Moksadur Rahman, +46 724 64 34 60.

Positions are filled continuously. Apply with your CV, academic transcripts and a cover letter in English latest by the 3rd of November, 2023.

We look forward to receiving your application (documents submitted in English are appreciated). If you want to discover more about ABB, take another look at our website www.abb.com.