Hands-On Quantum Machine Learning With Python Volume 1: Get Started

Introduction
	Who This Book Is For
	Book Organization
	Why Should I Bother With Quantum Machine Learning?
	Quantum Machine Learning - Beyond The Hype
		What is Machine Learning?
		What is Quantum Computing?
		How Does Machine Learning Work?
		What Tasks Are Quantum Computers Good At?
		The Case For Quantum Machine Learning
	Quantum Machine Learning In The NISQ Era
	I learned Quantum Machine Learning The Hard Way
	Quantum Machine Learning Is Taught The Wrong Way
	Configuring Your Quantum Machine Learning Workstation
		Python
		Jupyter
		Libraries and Packages
		Virtual Environment
		Configuring Ubuntu For Quantum Machine Learning with Python
		How To Setup JupyterLab For Quantum Computing — On Windows
Binary Classification
	Predicting Survival On The Titanic
	Get the Dataset
	Look at the data
	Data Preparation and Cleaning
		Missing Values
		Identifiers
		Handling Text and Categorical Attributes
		Feature Scaling
		Training and Testing
	Baseline
	Classifier Evaluation and Measures
	Unmask the Hypocrite Classifier
Qubit and Quantum States
	Exploring the Quantum States
	Visual Exploration Of The Qubit State
	Bypassing The Normalization
	Exploring The Observer Effect
	Parameterized Quantum Circuit
	Variational Hybrid Quantum-Classical Algorithm
Probabilistic Binary Classifier
	Towards Naïve Bayes
	Bayes' Theorem
	Gaussian Naïve Bayes
Working with Qubits
	You Don't Need To Be A Mathematician
	Quantumic Math - Are You Ready For The Red Pill?
	If You Want To Gamble With Quantum Computing…
Working With Multiple Qubits
	Hands-On Introduction To Quantum Entanglement
	The Equation Einstein Could Not Believe
		Single Qubit Superposition
		Quantum Transformation Matrices
		Transforming Single Qubits
		Two-Qubit States
		Two-Qubit Transformations
		Entanglement
	Quantum Programming For Non-mathematicians
		Representing a marginal probability
		Calculate the joint probability
		Calculate the conditional probability
Quantum Naïve Bayes
	Pre-processing
	PQC
	Post-Processing
Quantum Computing Is Different
	The No-Cloning Theorem
	How To Solve A Problem With Quantum Computing
	The Quantum Oracle Demystified
Quantum Bayesian Networks
	Bayesian Networks
	Composing Quantum Computing Controls
	Circuit implementation
Bayesian Inference
	Learning Hidden Variables
	Estimating A Single Data Point
	Estimating A Variable
	Predict Survival
The World Is Not A Disk
	The Qubit Phase
	Visualize The Invisible Qubit Phase
		The Z-gate
		Multi-Qubit Phase
		Controlled Z-gate
	Phase Kickback
	Quantum Amplitudes and Probabilities
Working With The Qubit Phase
	The Intuition Of Grover's Algorithm
	Basic Amplitude Amplification
	Two-Qubit Amplification
Search For The Relatives
	Turning the Problem into a Circuit
	Multiple Results
Sampling
	Forward Sampling
	Bayesian Rejection Sampling
	Quantum Rejection Sampling
What's Next?