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

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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.

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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...

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.

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Course Content

1.

Getting Started

IntroductionQuantum Machine Learning—Beyond The HypeQuantum ComputingThe Case for Quantum Machine LearningQuiz: Introduction to Quantum Machine Learning

2.

Binary Classification

Getting and Looking at the DatasetData Preprocessing: Missing ValuesData Preprocessing: IdentifiersData Preprocessing: Handling Text and Categorical AttributesData Preprocessing: 4- Feature ScalingData Preprocessing: Training and TestingBaselineClassifier EvaluationClassifier MeasuresUnmask the Hypocrite ClassifierVisualization of Hypocrite ClassifiersPerformance Evaluation of Hypocrite ClassifierQuiz: Binary Classification

3.

Qubit and Quantum States

The QubitExploring the Quantum StatesA Visual Exploration of the Qubit StateBypassing the NormalizationExploring the Observer EffectParameterized Quantum CircuitVariational Hybrid Quantum Classical AlgorithmImplementing of Variational Hybrid Quantum Classical AlgorithmThe Weighting Pre‐processingQuiz: Qubit and Quantum States

4.

Probabilistic Binary Classifier

5.

Working with Qubits

You Don't Need to Be a MathematicianA Reimplementation of ORThe Measured QubitQuantumic MathWhen to Differentiate State |0> From State |1>Gamble with Quantum ComputingProbabilities and the Qubit StatesRotating the Qubit StateQuiz: Working with Qubits

6.

Working with Multiple Qubits

14 Lessons

7.

Quantum Naïve Bayes

6 Lessons

8.

Quantum Computing Is Different

7 Lessons

9.

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

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Emma Bostian 🐞

@EmmaBostian

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_

Emma Bostian 🐞

@EmmaBostian

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