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Home Authors Posts by Nikolay Laptev

Nikolay Laptev

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Engineering Uncertainty Estimation in Neural Networks for Time Series Prediction at Uber

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Accurate time series forecasting during high variance segments (e.g., holidays and sporting events) is critical for anomaly detection, resource allocation, budget planning, and other related tasks necessary to facilitate optimal Uber user experiences at scale. Forecasting these variables, however, can

Engineering Extreme Event Forecasting at Uber with Recurrent Neural Networks

At Uber, event forecasting enables us to future-proof our services based on anticipated user demand. The goal is to accurately predict where, when, and how many ride requests Uber will receive at any given time.

Extreme events—peak travel times such

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