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 a device-specific schema, file formats, etc and transformations such as a selection of relevant data and features before being applied to a ML model training subsystem; qualified models are then pushed to the 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 engineering/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 allotted stories
• Create design documents or make changes to existing ones
• Complete code reviews

Mandatory Skills:
- At least 2 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 in Python
- Experience working in Data frameworks such as Spark, Hadoop, HDFS
- Experience working with ML frameworks (Pytorch, Tensorflow, etc.) and libraries (scikit-learn, pandas)
- Experience with OOP software engineering practices
- Knowledge of Apache Airflow

Nice-to-Have Skills:
-Some experience with AWS
-Experience working in IoT or predictive maintenance domain
-Experience visualizing/presenting data for stakeholders using: D3, Qlik sense, ggplot

About Luxoft

Luxoft is a high-end application outsourcing provider of choice and a trusted technology advisor to Global 2000 and medium-sized growth companies that apply compelling technologies to obtain leadership positions in their respective markets.
Luxoft today finds the Best talents, proposes career growth & employment benefits. Our teams are involved in high complicity & innovative projects for the Top leaders companies around the Globe.

Company website:

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Job posted on 13 October 2020

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