Mô Tả Công Việc
Responsibilities
We are looking for qualified MLops Engineer for the eKYC project, who will help us build up our digital identity verification products.
Your primary focus will be:
- Developing and managing the backend system which encapsulates and provides control flow of various ML models.
- Developing ML models and implementing novel solutions for various problems including fraud detection, face matching, OCR in computer vision.
- Act as interfaces between product team, engineering team and data science team to ensure smooth integration of ML solutions.
- Integrate ML models and ensure consistency in model interfaces and interaction as per product requirements.
- Monitor and optimize system performance and resource consumption.
- Manage development servers and environments.
- Communicate with the product team, infrastructure team, engineering team and data science team to ensure consistency in requirement, development, integration, and deployment.
- Optimize and deploy "tiny" ML solutions on limited computation power devices such as mobile devices and web platforms.
- Having an opportunity to learn from production across many nations.
- This position reports to the Lead data scientist.
(Optional) Have an opportunity to work under supervision of an experienced data scientist to:
- Build eKYC components (face recognition, ocr, object detection, fraud detection), using state-of-the-art methods
- Develop ML models and provide solutions for acquisition, verification, validation, and fraud detection of user data
Yêu Cầu Công Việc
Requirements
- BS or MS in Computer Science or related fields
- 2+ years of experience in data science and MLOps
- Must be proficient in software design and software development.
- Must be proficient in Python, scripting language. Experience with other programming languages (C++, Java, Javascript ...) is a plus
- Must be proficient in Linux system, version control system (Git), virtualization and SW packaging tool (docker)
- Great communication skills
- Desired Skills:
- Experience with ML framework: Tensorflow, Pytorch, Mxnet, ONNX.
- Experience with managing data science and computer vision toolkit, such as JupyterHub, OpenCV... is a plus
- Experience with working with databases and query language is a plus.
- Familiar with MLOPs concept and toolkit is a plus
- Basic understanding of machine learning techniques and algorithms
- BS/MS in Computer Science with focus on machine learning is a plus
Hình thức
Quyền Lợi
What we offer
- Competitive compensation package, including 13th-month salary and performance bonuses
- Comprehensive health care coverage for you and your dependents
- Generous leave policies, including annual leave, sick leave, and flexible work hours
- Convenient central district 1 office location, next to a future metro station
- Onsite lunch with multiple options, including vegetarian
- Grab for work allowance and fully equipped workstations
- Fun and engaging team building activities, sponsored sports clubs, and happy hour every Thursday
- Unlimited free coffee, tea, snacks, and fruit to keep you energized
- An opportunity to make a social impact by helping to democratize credit access in emerging markets.