Get to know the role:
• Build, validate, test, and deploy machine learning/ deep learning models for behaviour, recommendation or demand modelling
• Develop and implement optimization algorithms to solve vehicle dispatch, routing and pooling problems
• Drive product improvements and roll-out of new features
The day-to-day activities:
• Deep dive into big data to conduct advanced statistical analyses
• Design and build machine learning and optimisation algorithms efficiently
• Integrate, simulate and test the impact of algorithms and features on the overall system
• Develop and execute necessary analyses, simulations or A/B tests to validate models and identify improvement opportunities
• Store, retrieve and visualise results in a manner that facilitates required analyses
• Effectively conceptualize analyses to business/product stakeholders
The must haves:
• Minimum 3 years of relevant experience in one or more of the following:
• Developing machine learning/ deep learning models for behaviour, recommendation or demand modelling
• Developing optimization algorithms to solve large-scale network flow/ combinatorial/ stochastic problems
• Deploy and maintain scalable machine learning infrastructure
• Ph.D. or Master’s in Computer Science, Computer Engineering, Mathematics, Statistics, Operations Research, or related technical disciplines
• Strong fundamentals in at least two of the following: Machine Learning, Recommender Systems, Natural Language Processing, Optimisation or Architecture, with a background in the other areas
• Proficient in one or more of the following programming languages: Python, R, Scala, C++, Java; knowledge of GoLang would be an advantage
• Experience with machine learning framework (scikit-learn, Spark MLlib etc)
• Self-motivated and independent learner who is willing to share knowledge with the team
• Efficient and detail oriented time manager who thrives in a dynamic and fast-paced working environment
Really good to have:
• Experience in working with food delivery data and use cases
• Experience in parallel programming and multithreading
• Experience in large scale routing algorithms
IF YOU ARE INTERESTED, CLICK "WANT TO VISIT" TO APPLY. ONLY SHORTLISTED CANDIDATES WILL BE CONTACTED.