[online recruitment]
ML/Cloud based system that efficiently analyzes collected data to predict/prevent/troubleshoot system failures and performance issues in smart-devices
Multi-tenancy & medium-high data volume processing
Data collected from smart devices is accessed from cloud (AWS) storage and undergoes translation from device-specific schema, file formats, etc and transformations such as selection of relevant data and features before being applied to a ML model training subsystem; qualified models are then pushed to production environment for prediction/execution. Data handling employs scalable spark-based access. The entire processing workflow is kept in sync via pipelines defined in airflow.
The state of the entire data engineering (& ML models, training and execution) is available via Dashboard UI
- Bring data science/machine learning expertise to a local Scrum team, providing qualified deliverables and services on schedule.
- Participate in progress reviews
- Work with scrum master(s), tech lead(s) to analyze and understand user stories in each sprint
- Complete coding & unit testing for the allocated stories
- Create design documents or make changes to existing ones
- Complete code reviews
- At least 4 years of experience working on data science/machine learning problems
- Knowledge of a variety of machine learning techniques (clustering, random forests, neural networks, etc.) and their real-world advantages/drawbacks.
- Experience working with ML frameworks (Pytorch, Tensorflow, etc.) and libraries (scikit-learn, pandas)
- Experience working in Python
- Experience working in Data frameworks such as Spark, Hadoop, HDFS
- Experience with OOP software engineering practices
- International projects for clients all over the world
- Competitive salary
- Individual development plan
- Managerial Targeted Training programs
- BRIDGE Mentoring Program
- Luxoft Training Center
- Language Classes
- Self-learning online library
- Global Relocation Program
- Internal Mobility (a chance to gain experience in varied projects and technologies)
- Professional communities for knowledge-sharing (Agile, Tech, Business)
- Group Life Insurance
- Travel Insurance
- Private Healthcare (dental care, unlimited consultations of specialist physicians)
- Medical costs reimbursement for employees
- Benefit Program (Cafeteria and Multisport Card)
- LuxGood Program (a wide range of health and well-being initiatives)
- After-hours groups (sport, trips, board games, cultural activities)
- Company and Team events
- BeLux - discount offers program (banking, car leasing, other)
- Convenient locations in modern offices
- International projects for clients all over the world
- Competitive salary
- Individual development plan
- Managerial Targeted Training programs
- BRIDGE Mentoring Program
- Luxoft Training Center
- Language Classes
- Self-learning online library
- Global Relocation Program
- Internal Mobility (a chance to gain experience in varied projects and technologies)
- Professional communities for knowledge-sharing (Agile, Tech, Business)
- Group Life Insurance
- Travel Insurance
- Private Healthcare (dental care, unlimited consultations of specialist physicians)
- Medical costs reimbursement for employees
- Benefit Program (Cafeteria and Multisport Card)
- LuxGood Program (a wide range of health and well-being initiatives)
- After-hours groups (sport, trips, board games, cultural activities)
- Company and Team events
- BeLux - discount offers program (banking, car leasing, other)
- Convenient locations in modern offices