Section 4.19.1.0 - Basic Writeups
Section 4.19.1.0.1 - Part 1 - Wikipedia - Quantum Computing
Section 4.19.1.0.2 - Part 2 - IBM - Quantum Computing Cloud Service
Section 4.19.1.1 - Principles of Operation
Section 4.19.1.2 - Quantum Operators
Section 4.19.1.2.0 Basic Writeup - Wikipedia - Quantum Operators
Section 4.19.1.2.1 - Wavefunction
Section 4.19.1.2.2 - Linear operators in wave mechanics
Section 4.19.1.2.3 - Commutation of operators on Ψ
Section 4.19.1.2.4 - Expectation values of operators on Ψ
Section 4.19.1.2.5 - Hermitian operators
Section 4.19.1.2.6 - Operators in matrix mechanics
Section 4.19.1.2.7 - Inverse of an operator
Section 4.19.1.2.8 - Table of QM operators
Section 4.19.1.2.9 - Examples of applying quantum operators
Section 4.19.2.0 - Basic Writeup - Wikipedia - Quantum Algorithm
Section 4.19.2.0.1 - Part 1
Section 4.19.2.0.2 - Part 2
Section 4.19.2.1 - Algorithms based on the quantum Fourier transform
Section 4.19.2.1.0 - Basic Writeup - Wikipedia - Quantum Fourier Transform
Section 4.19.2.1.1 - Deutsch–Jozsa algorithm
Section 4.19.2.1.2 - Simon's algorithm
Section 4.19.2.1.3 - Quantum phase estimation algorithm
Section 4.19.2.1.4 - Shor's algorithm
Section 4.19.2.1.5 - Abelian Hidden subgroup problem
Section 4.19.2.1.7 - Boson sampling problem
Section 4.19.2.1.8 - Estimating Gauss sums
Section 4.19.2.1.9 - Fourier fishing and Fourier checking
Section 4.19.2.2 - Algorithms based on amplitude amplification
Section 4.19.2.2.0 - Basic Writeup - Wikipedia - Amplitude Amplification
Section 4.19.2.2.1 - Grover's algorithm
Section 4.19.2.2.2 - Quantum counting
Section 4.19.2.3 - Algorithms based on quantum walks
Section 4.19.2.3.0 - Basic Writeup - Wikipedia - Quantum Walk
Section 4.19.2.3.1 - Element distinctness problem
Section 4.19.2.3.2 - Triangle-finding problem
Section 4.19.2.3.3 - Formula evaluation
Section 4.19.2.3.4 - Group commutativity
Section 4.19.2.4 - BQP-complete problems
Section 4.19.2.4.1 - Computing knot invariants
Section 4.19.2.4.2 - Quantum simulation
Section 4.19.2.4.3 - Solving Linear Systems of Equations
Section 4.19.2.4.4 - Linear Systems Algorithms
Section 4.19.2.4.5 - HHL Algorithm
Section 4.19.2.5 - Hybrid Quantum/Classical Algorithms
Section 4.19.2.5.1 - QAOA
Section 4.19.2.5.2 - Variational Quantum Eigensolver
Section 4.19.4.0 - Introductory Writeups
Section 4.19.4.0.1 - Basic Writeup - Wikipedia - Quantum Machine Learning Algorithms Based on Grover Search
Section 4.19.4.0.2 - Detailed Writeups
Section 4.19.4.0.2.1 - Part 1 - Biamonte,Wittek,Pancotti,Rebentrost,Wiebe,Llyod - Quantum Machine Learning
Section 4.19.4.0.2.2 - Part 2 - Textbook - Wittek - Quantum Machine Learning: What Quantum Computing Means to Data Mining
Section 4.19.4.1 - Quantum Learning Theory
Section 4.19.4.2 - Quantum Pattern Matching
Section 4.19.4.2.1 - Detailed Writeup - Mateus,Omar - Quantum Pattern Matching
Section 4.19.4.2.2 - Quantum Pattern Matching Fast On Average
Section 4.19.4.3 - Quantum Pattern Recognition
Section 4.19.4.3.0 - Introductory Writeups
Section 4.19.4.3.0.1 - Basic Writeups - Trungenberger - Quantum Pattern Recognition
Section 4.19.4.3.0.2 - Detailed Writeups
Section 4.19.4.3.0.2.1 - Part 1 - Trugenberger - Quantum Pattern Recognition
Section 4.19.4.3.0.2.2 - Part 2 - Sergioli,Santucci,Didaci,Miszczak,Giuntini - Pattern recognition on the quantum Bloch sphere
Section 4.19.4.4 - Quantum Optimization Algorithms
Section 4.19.4.5 - Quantum machine learning algorithms based on Grover search
Section 4.19.4.6 - Quantum-enhanced reinforcement learning
Section 4.19.4.6.0 - Introductory Writeups
Section 4.19.4.6.0.1 - Basic Writeup - Wikipedia - Quantum Reinforcement Learning
Section 4.19.4.6.0.2 - Detailed Writeup - Dunjko,Taylor,Briegel - Advances in Quantum Reinforcement Learning
Section 4.19.4.7 - Quantum annealing (Quantum Stochastic Optimization)
Section 4.19.4.7.0 - Introductory Writeups
Section 4.19.4.7.0.1 - Basic Writeup - Wikipedia - Quantum Annealing
Section 4.19.4.7.0.2 - Detailed Writeups
Section 4.19.4.7.0.2.1 - Part 1 - Falco,Tamascelli - An Introduction to Quantum Annealing
Section 4.19.4.7.0.2.2 - Part 2 - Ruiz - Quantum Annealing
Section 4.19.4.8 - Quantum sampling techniques
Section 4.19.4.8.0 - Introductory Writeups
Section 4.19.4.8.0.1 - Basic Writeup - Wikipedia - Quantum Sampling Techniques
Section 4.19.4.8.0.2 - Detailed Writeups
Section 4.19.4.8.0.2.1 - Part 1 - Lund,Bremner,Ralph - Quantum Sampling Problems, Boson Sampling and Quantum Supremacy
Section 4.19.4.8.0.2.2 - Part 2 - Maziero - Random Sampling of Quantum States: A suvey of Methods
Section 4.19.4.9 - Quantum neural networks
Section 4.19.4.9.0 - Introductory Writeups
Section 4.19.4.9.0.1 - Basic Writeup - Wikipedia - Quantum Neural Networks
Section 4.19.4.9.0.2 - Detailed Writeups
Section 4.19.4.9.0.2.1 - Part 1 - Farhii,Neven - Classification with Quantum Neural Networks on Near Term Processors
Section 4.19.4.9.0.2.2 - Part 2 - Ricks,Ventura - Training a Quantum Neural Network
Section 4.19.4.9.0.2.3 - Part 3 - Jia,Yi,Zhai,Wu,Guo,Guo - Quantum Neural Network States: A Brief Review of Methods and Applications
Section 4.19.4.9.0.2.4 - Part 4 - Chen - Quantum Neural Network and Soft Quantum Computing
Section 4.19.4.9.0.2.5 - Part 5 - Killoran,Bromley,Arrazola,Schuld,Quesda,Llyod - Continuous-variable Quantum Neural Networks
Section 4.19.4.10 - Hidden Quantum Markov Models
Section 4.19.4.10.0 - Introductory Writeups
Section 4.19.4.10.0.1 - Basic Writeup - Wikipedia - Hidden Quantum Markov Models
Section 4.19.4.10.0.2 - Detailed Writeups
Section 4.19.4.10.0.2.1 - Part 1 - Monras,Beige,Wiesner - Hidden Quantum Markov Models and Non-Adaptive Read-out of Many-Body States
Section 4.19.4.10.0.2.2 - Part 2 - Srinivasan,Gordon,Boots - Learning Hidden Quantum Markov Models
Section 4.19.4.10.0.2.3 - Part 3 - Clark,Huang,Barlow,Beige - Hidden Quantum Markov Models and Open Quantum Systems with Instantaneous Feedback
Section 4.19.4.11 - Fully quantum machine learning
Section 4.19.4.11.0 - Introductory Writeups
Section 4.19.4.11.0.1 - Basic Writeup - Wikipedia - Full Quantum Machine Learning
Section 4.19.4.11.0.2 - Detailed Writeup - Kopczyk - Quantum machine learning for data scientists
Section 4.19.4.12 - Classification with Quantum Machines
Section 4.19.4.12.1 - Detailed Writeups
Section 4.19.4.12.1.1 - Part 1 - Schuld,Sinayskiy,Petruccione - Quantum Computing for Pattern Classification
Section 4.19.4.12.1.2 - Part 2 - Farhi,Neven - Classification with Quantum Neural Networks
Section 4.19.4.12.1.3 - Part 3 - Schuld,Petruccione - Quantum Ensembles of Qunatum Classififers
Section 4.19.4.12.1.4 - Part 4 - Grant,Benedetti,Cao,Hallam,Lockhart,Stojevic,Green,Severini - Hierarchical Quantum Classififers
Section 4.19.4.13 - Quantum Recommendation Systems
Section 4.19.4.13.1 - Detailed Writeup - Kerenidis,Prakash - Quantum Recommendation Systems
Section 4.19.5.0 - Basic Writeup - Wikipedia - Classical Learning Applied to Quantum Problems
Section 4.19.5.1 - Noisy data
Section 4.19.5.2 - Calculated and noise-free data
Section 4.19.5.3 - Variational Circuits
