Hands-On Quantum Machine Learning with Python

Delve into Quantum Machine Learning with Python, learning basics of quantum computing, creating parameterized circuits, and solving classification tasks using hybrid algorithms and quantum phenomena.

Advanced

116 Lessons

47h

Certificate of Completion

Delve into Quantum Machine Learning with Python, learning basics of quantum computing, creating parameterized circuits, and solving classification tasks using hybrid algorithms and quantum phenomena.

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

Learn how to use quantum computing principles to enhance machine learning methodologies.

Introduction

Quantum Machine Learning—Beyond The Hype

Quantum Computing

The Case for Quantum Machine Learning

Quiz: Introduction to Quantum Machine Learning

Binary Classification

Solve challenges with binary classification through data preprocessing, evaluation metrics, and classifier visualization.

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

Work your way through the fundamentals and practical applications of qubits 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

Apply your skills to create probabilistic models using Naïve Bayes and Gaussian Naïve Bayes.

Towards Naïve Bayes

Bayes' Theorem

Gaussian Naïve Bayes

Quiz: Probabilistic Binary Classifier

Working with Qubits

Deepen your knowledge of qubits, superposition, quantum gates, and probability manipulation.

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

See how quantum entanglement, CNOT gates, and probability manipulation transform quantum computing dynamics.

Quantum Naïve Bayes

6 Lessons

Master the Quantum Naïve Bayes classifier using pre-processing, quantum circuit, and post-processing techniques.

Quantum Computing Is Different

7 Lessons

Break down the principles of quantum computing, its unique algorithms, and the pivotal quantum oracle.

Quantum Bayesian Networks

7 Lessons

Unpack the core of building and implementing Quantum Bayesian Networks for complex probabilistic analyses.

10.

Bayesian Inference

10 Lessons

Master Bayesian inference with quantum networks to estimate probabilities and predict survival.

11.

The World Is Not a Disk

11 Lessons

Apply your skills to grasp qubit phases, Bloch sphere states, and quantum gate effects.

12.

Working with the Qubit Phase

5 Lessons

Take a closer look at handling quantum states using Grover's Algorithm and amplitude amplification techniques.

13.

Search for Relatives

6 Lessons

Tackle quantum methods to optimize relational data for passenger survival predictions.

14.

Sampling

5 Lessons

Test your understanding of various quantum sampling methods to estimate probabilities efficiently.

15.

Conclusion

1 Lesson

Get familiar with future trends in quantum machine learning and continue your learning journey.

16.

APPENDIX

3 Lessons

Walk through configuring environments for quantum machine learning with Python on different platforms.

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

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath