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Quantum Machine Learning Project with TensorFlow Quantum and Cirq | Quantum Computing 2 года назад


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Quantum Machine Learning Project with TensorFlow Quantum and Cirq | Quantum Computing

If you'd like me to keep creating content like this one, you can support my hard work: buymeacoffee.com/?via=BlochSphere Disclaimer: In this video, I present to you my simple Hybrid (Quantum-Classical) Machine Learning Project titled "Binary Image Classification with Fashion MNIST using TensorFlow Quantum and Cirq". The tools used for the project are TensorFlow Quantum and Cirq (by Google). **************************************************************************** Machine Learning from Scratch:    • Плейлист   Quantum Computing Projects:    • Quantum Computing Projects   Visually Understanding Quantum Computing:    • Quantum Computing Projects   **************************************************************************** Prerequisites: 1. Python 2. Basic Understanding of Classical Machine Learning 3. Familiarity with TensorFlow If you are not familiar with TensorFlow, have a look at the following video by Edureka    • Tensorflow Image Classification | Bui...   Github link: https://github.com/Jayshah25/Classifi... Timestamp: 00:00 - Teaser 00:30 - Introduction 07:33 - Installation 13:08 - Dataset 19:09 - Dataset Preprocessing 37:02 - Data Encoding - Part 1 50:32 - Introduction to Quantum Circuit 01:00:32 - Introduction to Cirq 01:08:49 - Data Encoding - Part 2 01:16:55 - Quantum Neural Network 01:36:43 - Results 01:42:45 - What Next? References TensorFlow Quantum Official Tutorials - https://www.tensorflow.org/quantum/tu... Cirq Official Tutorials - https://quantumai.google/cirq/tutorials Paper by Farhi et al - https://arxiv.org/pdf/1802.06002.pdf Paper by Dmitri Maslov - https://www.google.com/urlsa=t&source... Intro: IBM Qiskit Gif (provided to all attendees of QGSS21) converted to video Music by John_Sib from Pixabay Cover: Cirq Image - https://quantumai.google/site-assets/... TensorFlow Quantum Image - https://www.tensorflow.org/site-asset...

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