Search Results for author: Praneet Dutta

Found 8 papers, 1 papers with code

Optimizing Industrial HVAC Systems with Hierarchical Reinforcement Learning

no code implementations16 Sep 2022 William Wong, Praneet Dutta, Octavian Voicu, Yuri Chervonyi, Cosmin Paduraru, Jerry Luo

Reinforcement learning (RL) techniques have been developed to optimize industrial cooling systems, offering substantial energy savings compared to traditional heuristic policies.

Hierarchical Reinforcement Learning reinforcement-learning +1

Biologically Inspired Oscillating Activation Functions Can Bridge the Performance Gap between Biological and Artificial Neurons

no code implementations7 Nov 2021 Matthew Mithra Noel, Shubham Bharadwaj, Venkataraman Muthiah-Nakarajan, Praneet Dutta, Geraldine Bessie Amali

The recent discovery of special human neocortical pyramidal neurons that can individually learn the XOR function highlights the significant performance gap between biological and artificial neurons.

Feature Engineering

AutoML for Contextual Bandits

no code implementations7 Sep 2019 Praneet Dutta, Joe Cheuk, Jonathan S Kim, Massimo Mascaro

We see that our model is able to perform much better than random exploration, being more regret efficient and able to converge with a limited number of samples, while remaining very general and easy to use due to the meta-learning approach.

AutoML Feature Engineering +4

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