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zhengtongyan's Projects

quantum_machine_learning_express icon quantum_machine_learning_express

This project is one of the Qiskit mentorship programs to replicate two papers arXiv:1905.10876 and arXiv:2003.09887 using the Qiskit environment. We evaluate the parameterized quantum circuit, reproduce the expressibility and entangling capability of the 19 circuits, and the classification accuracy.

quantum_reinforcement_learning icon quantum_reinforcement_learning

Study of entanglement and Shannon entropies in Quantum Reinforcement Learning (and its classical counterpart) in a discrete environment.

quantumqueryoptimization icon quantumqueryoptimization

Accompanying code for the "Multiple Query Optimization using a Hybrid Approach of Classical and Quantum Computing" paper

quantumspeech-qcnn icon quantumspeech-qcnn

IEEE ICASSP 21 - Quantum Convolution Neural Networks for Speech Processing and Automatic Speech Recognition

query-optimizer-lib icon query-optimizer-lib

Contains implementations of various algorithms for database query optimization. The algorithms cover multiple problem variants (e.g., traditional and multi-objective query optimization) and offer different tradeoffs between optimality guarantees and optimization time (e.g., fast randomized algorithms, approximation schemes, exhaustive algorithms, parallel algorithms, ...).

quic-seminar icon quic-seminar

Code repository for the QuIC Seminar at Michigan State University.

rapidmatch icon rapidmatch

Source code and datasets of "RapidMatch: A Holistic Approach to Subgraph Query Processing", accepted by VLDB'21 - By Shixuan Sun, Xibo Sun, Yulin Che, Prof. Qiong Luo, and Prof. Bingsheng He

readings_mldb icon readings_mldb

Paper list about adopting machine learning techniques into data management tasks.

reagent icon reagent

A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

rl-zoo icon rl-zoo

Implementations of Reinforcement Learning Algorithm

rl_index_selection icon rl_index_selection

Paper repository for "SWIRL: Selection of Workload-aware Indexes using Reinforcement Learning" (EDBT 2022)

rma icon rma

Implementation of Relational Matrix Algebra in MonetDB

self-driving-materialized-views icon self-driving-materialized-views

Experiment using Deep Reinforcement Learning to optimize materialized view creation and use in Database systems. Project was completed as a Team Project at OVGU, Magdeburg.

sigmod-contest-2015 icon sigmod-contest-2015

🖥️ ACM Sigmod 2015 Programming Contest. This repository handles concurrent reads and writes carefully in order to achieve the isolation principle of ACID.

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