Senior Machine Learning Engineer (Web and Mobile unit needs)
Company Description
Are you looking for a team of professionals on top of cutting-edge technologies? Are you looking for a place to boost your Machine Learning career? We invite you to join our Big Data Competence Center, part of Sigma Software’s complex organizational structure that combines various clients, interesting projects, and activities to grow your professional skills.
CUSTOMER
We’re acting in various business domains and working with the top range of clients (those without NDAs can be found here: sigma.software/case-studies).
Our team highly supports employees’ freedom, independence in decision-making, and the desire to deeply understand client’s request and see the root of the problem. We believe that people striving toward this mindset are bound to succeed as acclaimed professionals & driving force of Big Data development in Ukraine.
PROJECT
Big Data Competence Center is where we collect the best engineering practices & uniting them into one knowledge base to provide the best technical excellence services for our clients.
We’re not just a team gathered to write code. We all are willing to contribute to the field by participating in the life of Big Data Unit, or by constantly growing our skills. In our unit, you can be a Machine Learning engineer/team lead/architect, or you can become a mentor, or a person behind all the new technologies in the team, or an active listener if you will. Whatever you decide, be sure that you’re not alone. Whether it’s a difficult task, an unordinary client request, or your next project to choose, you’ll always have a mentor & teammates with likewise mindsets to come up with the best solution.
We’re using an unusual approach, hiring people not for the specific project, but, first and foremost, to join our team. This gives us a chance to know you better and ensure that we’ll provide a perfect match between the client’s needs & your professional interests.
If you have the courage to become a part of the top-notch Big Data community in Ukraine, grab your chance, and let’s make some history together!
Job Description
- Working and professionally communicating with the customer’s team
- Taking up responsibility for delivering major solution features
- Participating in requirements gathering & clarification process, proposing optimal architecture strategies, leading the data architecture implementation
- Developing core modules and functions, designing scalable and cost-effective solutions
- Performing code reviews, writing unit and integration tests
- Scaling the distributed system and infrastructure to the next level
- Helping the client’s research team with the implementation, training, testing, and tuning of deep learning models
- Developing AWS machine learning infrastructure to support and maintain model serving and training
- Providing guidance and best practices to effectively and securely leveraging the Amazon SageMaker service for interaction with a model
- Developing reusable project templates to create the infrastructure for MLOps solutions for CI/CD of ML models
- Collaborating with the research team to identify best-fit models and open-source alternatives related to language and signal processing to get the best possible result
Qualifications
- Strong Python and SQL knowledge and experience
- Experience with model implementation and tuning using popular Machine Learning frameworks such as PyTorch, Keras, TensorFlow
- Ability to understand machine learning development and deployment processes
- Solid experience with SageMaker and all the features it provides (e.g., Sagemaker Pipelines)
- Ability to create and adjust SageMaker pipelines for the end-to-end ML development cycle
- Experience with Deep learning models for signal and speech processing
WOULD BE A PLUS:
- Experience with Deep learning models for Natural Language Processing domain
- Experience setting up multi-GPU infrastructure for model training
- Experience with general DevOps practices and principles
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