Search Results for author: Jaspreet S. Oberoi

Found 5 papers, 1 papers with code

Quantum Multiple Kernel Learning

no code implementations19 Nov 2020 Seyed Shakib Vedaie, Moslem Noori, Jaspreet S. Oberoi, Barry C. Sanders, Ehsan Zahedinejad

Our method leverages the power of deterministic quantum computing with one qubit (DQC1) to estimate the combined kernel for a set of classically intractable individual quantum kernels.

BIG-bench Machine Learning Binary Classification

A Quantum Annealing-Based Approach to Extreme Clustering

no code implementations19 Mar 2019 Tim Jaschek, Marko Bucyk, Jaspreet S. Oberoi

Clustering, or grouping, dataset elements based on similarity can be used not only to classify a dataset into a few categories, but also to approximate it by a relatively large number of representative elements.

Clustering

Free energy-based reinforcement learning using a quantum processor

1 code implementation29 May 2017 Anna Levit, Daniel Crawford, Navid Ghadermarzy, Jaspreet S. Oberoi, Ehsan Zahedinejad, Pooya Ronagh

The experimental results show that our technique is a promising method for harnessing the power of quantum sampling in reinforcement learning tasks.

reinforcement-learning Reinforcement Learning (RL)

Reinforcement Learning Using Quantum Boltzmann Machines

no code implementations17 Dec 2016 Daniel Crawford, Anna Levit, Navid Ghadermarzy, Jaspreet S. Oberoi, Pooya Ronagh

We investigate whether quantum annealers with select chip layouts can outperform classical computers in reinforcement learning tasks.

reinforcement-learning Reinforcement Learning (RL)

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