INTERACTIVE COURSE

Advanced

116 Lessons

47h

Certificate of Completion

AI Explanations

AI Explanations

1 Assessment

258 Playgrounds

14 Quizzes

162 Illustrations

Takeaway Skills

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.

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...

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

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