Goda Ramkumar
Principal Data Scientist
Ola Cabs
location_on India
Member since 4 years
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Goda Ramkumar
Specialises In (based on submitted proposals)
11 years experience in building machine learning and optimization-based decision support systems for complex business challenges spanning airline pricing, revenue management and ridesharing.
Provided technical leadership and managed a team of Operations Research analysts and Data Scientists responsible for product innovation.
Provided training and consulting for multiple airlines in 10+ countries across the world on best practices of Revenue Management and solution adoption.
Publications and presentations in industry journals and at academic conferences.
Specialized in application of Optimization and Machine Learning techniques to solve complex, high-impact business problems in real time, production environments.
Specialties:
Operations Research, Machine learning, Ride Sharing, Revenue/Inventory Management, Simulation, Airline Business, Forecasting and Optimization, Data Science, Recommender Systems, Data Analysis and Mathematical Modelling
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Evolution to Systems Thinking from Model Thinking
20 Mins
Experience Report
Beginner
The talk provides a peek into different data science algorithms that come together to power a business like Ola. Area of focus would be on how different models built for different purposes come together to solve one problem and hence it becomes important to view the entire system of these predictive and optimization models and their performance as a whole than improving one model in isolation. Will also be touching upon challenges in measuring and attributing impact of data science algorithms in complex connected systems and strategies for the same.
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