Hands-On Quantum Machine Learning with Python

In the course Quantum Machine Learning, you will acquire the exact knowledge to solve practical examples with lots of code.

Advanced

116 Lessons

47h

Certificate of Completion

In the course Quantum Machine Learning, you will acquire the exact knowledge to solve practical examples with lots of code.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

1 Assessment

258 Playgrounds

14 Quizzes

This course includes

1 Assessment

258 Playgrounds

14 Quizzes

Course Overview

Hands-On Quantum Machine Learning With Python is your comprehensive guide to get started with Quantum Machine Learning - the use of quantum computing for the computation of machine learning algorithms. In this course, you'll learn the basics of machine learning and quantum computing. You'll learn how to create parameterized quantum circuits and variational hybrid quantum-classical algorithms that solve classification tasks. Additionally, you’ll learn about quantum superposition, entanglement, and interfere...Show More

What You'll Learn

Learn the basics of machine learning and quantum computing.

Learn how to create parameterized quantum circuits and variational hybrid quantum-classical algorithms that solve classification tasks.

Explore quantum superposition, entanglement, and interference, and how you can use these concepts to solve problems that have been intractable for classical computers.

Extend your knowledge and learn how to solve new problems.

Of course, you will do some math. Of course, you will cover a little physics.

What You'll Learn

Learn the basics of machine learning and quantum computing.

Course Content

Getting Started

Introduction

Quantum Machine Learning—Beyond The Hype

Quantum Computing

The Case for Quantum Machine Learning

Quiz: Introduction to Quantum Machine Learning

Binary Classification

Getting and Looking at the Dataset

Data Preprocessing: Missing Values

Data Preprocessing: Identifiers

Data Preprocessing: Handling Text and Categorical Attributes

Data Preprocessing: 4- Feature Scaling

Data Preprocessing: Training and Testing

Baseline

Classifier Evaluation

Classifier Measures

Unmask the Hypocrite Classifier

Visualization of Hypocrite Classifiers

Performance Evaluation of Hypocrite Classifier

Quiz: Binary Classification

Qubit and Quantum States

The Qubit

Exploring the Quantum States

A Visual Exploration of the Qubit State

Bypassing the Normalization

Exploring the Observer Effect

Parameterized Quantum Circuit

Variational Hybrid Quantum Classical Algorithm

Implementing of Variational Hybrid Quantum Classical Algorithm

The Weighting Pre‐processing

Quiz: Qubit and Quantum States

Probabilistic Binary Classifier

Towards Naïve Bayes

Bayes' Theorem

Gaussian Naïve Bayes

Quiz: Probabilistic Binary Classifier

Working with Qubits

You Don't Need to Be a Mathematician

A Reimplementation of OR

The Measured Qubit

Quantumic Math

When to Differentiate State |0> From State |1>

Gamble with Quantum Computing

Probabilities and the Qubit States

Rotating the Qubit State

Quiz: Working with Qubits

Working with Multiple Qubits

14 Lessons

Quantum Naïve Bayes

6 Lessons

Quantum Computing Is Different

7 Lessons

Quantum Bayesian Networks

7 Lessons

10.

Bayesian Inference

10 Lessons

11.

The World Is Not a Disk

11 Lessons

12.

Working with the Qubit Phase

5 Lessons

13.

Search for Relatives

6 Lessons

14.

Sampling

5 Lessons

15.

Conclusion

1 Lesson

16.

APPENDIX

3 Lessons

Quantum Machine Learning in Python

Assessment

Course Author

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Souvik Kundu

Front-end Developer

Eric Downs

Musician/Entrepeneur

Anthony Walker

@_webarchitect_

Evan Dunbar

ML Engineer

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