Machine Learning Research Engineer

2 days ago


Singapore DATAKREW PTE. LTD. Full time

**Machine Learning Research Engineer (Predictive Maintenance)**:
**Job description**

**Role**:Machine Learning Research Engineer (Predictive Maintenance)
**Location**:Singapore
**Term**:Full-time

**Reporting to**:Chief Technical Officer (CTO)

**About Datakrew**

Datakrew is an innovative deep technology company with strong roots in IoT, AI & data security founded by industry veterans and PhDs. We are headquartered in Singapore, with a regional presence in India, Indonesia, and Abu Dhabi. We are venture-backed by leading investors from Japan, Singapore, USA, and India. At Datakrew, we are building a no-code IoT platform with the tools for companies to develop, deploy and manage omnichannel enterprise IoT solutions rapidly i.e., within 48 hours Secure and robust IoT solutions built on our platform have been deployed in multiple sectors - such as Energy, Manufacturing, Maritime, Buildings, Transportation, etc. The solutions range across asset tracking, condition monitoring, energy management, predictive maintenance, performance warnings, decision insights, etc.

Today, our team has a combined experience of over 100 years in the IoT, AI, and cybersecurity space, and we are excited to grow our family as we embark upon a journey to transform ourselves from an IoT/AI startup to an industry leader within this decade. “By 2030, 25% of the world’s IoT data will flow through Datakrew” - this is our goal.

**The Product You Will Work On (AIStudio and Predictive Maintenance)**

Additionally, Datakrew is aiming to provide industrial predictive maintenance and monitoring solutions that are reliable and cost-effective.

As we scale rapidly, we are looking to bring on board a creative and proactive person who has experience and knowledge in machine learning, vibration data analysis, and predictive maintenance. This individual should take initiative, possess foresight, and should have a natural desire to take on challenges through innovative and unconventional methods, for they will be pivotal to the success of the company.

**Your Roles and Responsibilities**
- Work with the software and machine learning team members to develop the AI Studio App.
- Design, implement and evaluate machine learning experiments.
- Create documentation for the features implemented.
- Work with Airflow to create and schedule data pipelines or workflows used in AIStudio.
- Create DAGs required for the implementation of AIStudio and also develop the necessary APIs required for communication.
- Work and test different databases to find the best database for each use case.
- Create custom python libraries.
- Experiment with different predictive maintenance algorithms on machine vibration data from rotating equipment such as motors, pumps, turbines, compressors, gearboxes, etc.
- Perform FFT vibration analysis and understand the different types of data and the different techniques used to perform predictive maintenance.
- Automate fault detection algorithms for misalignment, eccentricity, load imbalance, cavitation, bearing failure, impeller issues, and looseness.
- Develop fault preemptive algorithms for faults developing in machines by analyzing frequency domain waterfall plots.
- Use software engineering best practices to ensure a high standard of quality for all of the above activities.
- Put together a roadmap for designing and implementing projects you are working on.
- Participate in code and design reviews to maintain our high development standards.

**Required Experience with Machine Learning and Software Engineering**
- Worked with various general machine learning and deep learning algorithms.
- Worked with time-series data and with machine learning algorithms related to time series data like time series forecasting and ARIMA models.
- Have experience in working with various databases like MongoDB and Postgres.
- Must have a good understanding of how to work with different frameworks like flask and have experience in writing various APIs.
- Strong background and experience in Python, and a solid understanding of MATLAB.
- Knowledge of three or more machine learning frameworks among Numpy, Scipy, Scikit-learn, Theano, TensorFlow, Keras, and PyTorch.
- Experience with development environments: e.g. Git or AWS.
- Have experience working with huge data sets.

**Required Experience with Predictive Maintenance**
- Should have experience working with rotating machine vibration datasets.
- Hands-on experience working with different algorithms for fault prediction and anomaly detection.
- Digital Signal Processing knowledge of commonly used Transforms such as CTFT, DTFT, DFT, FFT, Z-Transform, Bilinear Transform, DCT, Haar Transform, etc.

**Required Generic Software Aptitude and Qualifications**
- Bachelor’s degree or equivalent in any relevant discipline.
- Mandatory specialized knowledge in Machine Learning.
- Strong written and verbal communications skills in English to engage a variety of large audiences, internally and externally.
-



  • Singapore Kronos Research Full time

    We are seeking an experienced Machine Learning Researcher to join our research team. This role requires expertise in designing and deploying deep learning models within high-performance, low-latency trading systems. You will be working on developing robust, scalable models and integrating them into our trading infrastructure. Responsibilities Data Analysis...


  • Singapore IMPERIAL RESEARCH AND INNOVATION SINGAPORE LTD. Full time

    Applicants will need to include a Cover Letter and CV with publication list. Applications will be reviewed on a rolling basis, with final submission **20 January 2025.** We are particularly looking for Machine Learning Research Engineers with the following backgrounds: - Generative Modelling (particularly LLMs and multi-Agent systems) - Data science -...

  • Research Engineer Ii

    2 weeks ago


    Singapore Nanyang Technological University Full time

    School of Electrical and Electronic Engineering is one of the founding Schools of the Nanyang Technological University. Built on a culture of excellence, the School is renowned for its high academic standards and research. With over 3,000 undergraduates students and 2,000 graduate students it is one of the largest EEE schools in the world and ranks 4th in...

  • Research Engineer

    2 weeks ago


    Singapore Tan Tock Seng Hospital Full time

    -Family Group: Administration **About the job** **Job Title**:Research Engineer (Machine Learning / Deep Learning) **Roles & Responsibilities** - Design and develop ML systems: Create scalable machine learning systems tailored to clinical problems. - Adapt standard machine learning methods to optimally utilize modern parallel environments (e.g....

  • Software Engineer

    2 weeks ago


    Singapore Shopee Full time

    DepartmentEngineering and Technology- LevelExperienced (Individual Contributor)- LocationSingaporeThe Engineering and Technology team is at the core of the Shopee platform development. The team is made up of a group of passionate engineers from all over the world, striving to build the best systems with the most suitable technologies. Our engineers do not...


  • Singapore Secure IC Full time

    **Permanent contract (CDI), based in Singapore.** **Your role and responsibilities**: To support our growth and in order to strengthen our team, we are looking for a **Machine Learning Engineer**. - Design machine learning systems - Research and implement appropriate ML algorithms and tools - Run machine learning tests and experiments - Perform data...

  • Research Fellow

    2 weeks ago


    Singapore National University of Singapore Full time

    **Date**:8 Nov 2024 **Location**: COLLEGE OF DESIGN & ENG, Kent Ridge Campus, SG **Company**:National University of Singapore - The Research Fellow will work closely with the Principal Investigator, Dr. WU Zhe, on several research projects of optimization of chemical and manufacturing processes through machine learning tools - The Research Fellow will help...


  • Singapore Johnson & Johnson Full time

    An opportunity has arisen for an extraordinary and enthusiastic Machine Learning Engineer. This role requires a deep understanding of machine learning algorithms, strong software engineering skills, and the ability to translate business requirements into scalable machine learning solutions. As a member of the Global Finance Data Science team, you will...


  • Singapore Darwinbox Full time

    Machine Learning Engineer Pluang Technologies Pte. Ltd., Singapore, Singapore, Singapore Department Machine Learning Job posted on Aug 28, 2025 Employment type Full Time As a Machine Learning Engineer (Trading & Financial Intelligence), you will contribute to the development of AI-powered systems and autonomous agents that transform how...


  • Singapore PAYPAL PTE. LTD. Full time

    **Key Responsibilities** - Research, design, and build machine learning models for a variety of business use cases. - Work with data engineers to collect, clean, and prepare data for modeling. - Develop prototypes and conduct experiments to validate model approaches. - Optimize models for performance, accuracy, and scalability in production. - Collaborate...