Job Location: Pune
What will you do
Work closely with product, data science and software engineering team on the delivery of scalable and real-time machine learning system
Design, implement, evaluate, deploy and monitor the machine learning infrastructure
Enable systems to score hundreds of machine learning models in parallel and real-time
What will you do
Work closely with product, data science and software engineering team on the delivery of scalable and real-time machine learning system
Design, implement, evaluate, deploy and monitor the machine learning infrastructure
Enable systems to score hundreds of machine learning models in parallel and real-time
Setup and build components to automate the machine learning life cycle, including model management, automated model retraining based on continuous model evaluation and deployment
Design and build components for automatic set up and evaluation of A/B testing experiments
Build and maintain innovative machine learning model training, scoring evaluation libraries – for use in production environment
What do you need to have
Strong hands-on experience in developing, setting up and maintaining a machine learning infrastructure in cloud and on premise
Knowledge of components/tools/blueprints to support scalable, resilient and flexible infrastructures supporting data driven functionalities (e.g. based on deep learning)
Experience working in an environment that supports machine learning modeling and real-time scoring and/or its integration into a product
Hands on experience in working with distributed systems in a real production setting
Familiar with standard software engineering methodology, e.g. unit testing, code reviews, design documentation as well as agile working modes and team setups
Familiar with the best practices of system and online service design – e.g. monitoring and observability, making informed performance trade-offs, maintainability and extensibility, etc.
Bachelors (or higher) in Machine Learning, Data Science, Computer Science, Statistics, Applied Mathematics or another related field
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