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Cambridge Service Alliance

developing new understanding and approaches to complex service systems

Studying at Cambridge

 

Tim Pearce

Biography:

Tim is a PhD student researching,

- Uncertainty in neural networks (NNs) / deep learning
- Bayesian NNs, ensembled NNs, Gaussian Processes.

- Uncertainty in Reinforcement Learning.
- Applications of the above to manufacturing data.

He spent one year as an exchange student at the Alan Turing Institute.

 

Background

Tim completed an M.Eng at Durham University, his masters thesis developed a creative AI. He has work experience in the finance sector with EY, with whom he qualified as a Chartered Accountant. His work was focused around analytics and building forecasting models to support decision making.

Keywords

  • Machine Learning

Key Publications

High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach (https://arxiv.org/abs/1802.07167), ICML 2018

Bayesian Inference with Anchored Ensembles of Neural Networks, and Application to Exploration in Reinforcement Learning (https://arxiv.org/abs/1805.11324), Exploration in Reinforcement Learning Workshop ICML 2018

Bayesian Neural Network Ensembles (https://arxiv.org/abs/1811.12188), Bayesian Deep Learning Workshop NeurIPS (NIPS) 2018

Expressive Priors in Bayesian Neural Networks: Kernel Combinations and Periodic Functions (https://arxiv.org/abs/1905.06076), Uncertainty in Artificial Intelligence (UAI) 2019

 

Cambridge Service Alliance

Welcome to the Cambridge Service Alliance…

  • a unique global alliance between leading businesses and universities;
  • bringing together the world's leading firms and academics;
  • all of whom are devoted to delivering today the tools, education and insights needed for the complex service solutions of tomorrow.

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New Paper - Digital transformation: harnessing digital technologies for the next generation of services

Jun 21, 2019

Check out our recent commentary paper published at the Journal of Services Marketing

The future of digital services and platforms

May 23, 2019

Cambridge Service Alliance Community of Interest Meeting - April 2019

New Paper: Servitization: A contemporary thematic review of four major research streams

May 21, 2019

This study identifies the key themes and research priorities in servitization literature over thirteen years from 2005 and 2017, based on four major research streams (general management, marketing, operations, and service management).

New paper - Redistributed Manufacturing and the Impact of Big Data: A Consumer Goods Perspective

May 21, 2019

This paper builds a conceptual framework to explore whether big data combined with new manufacturing technologies can facilitate redistributed manufacturing (RDM).

HCL joins the Cambridge Service Alliance

Apr 23, 2019

HCL joined the Cambridge Service Alliance as a strategic digital services partner.

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