- Certificate ID:
- EITC/AI/TFQML/SLJ20004698
- Certificate type:
- EITC The European Information Technologies Certification Programme
- Programme name:
- EITC/AI/TFQML TensorFlow Quantum Machine Learning
- Issue date:
- May 2023
- Holder's name:
- Svetoslav Minchev
- Holder's country:
- Bulgaria
- Examination center:
- EITCA Academy Brussels Belgium
- Earned ECTS credits:
- 2
Certification Programme examination result and description:
EITC/AI/TFQML TensorFlow Quantum Machine Learning
80%
Certification Programme description: Introduction: introduction to Google AI Quantum, introduction to quantum computing; Implementing quantum computer: building a quantum computer with superconducting qubits; Programming quantum computer: programming a quantum computer with Cirq; Quantum supremacy: quantum supremacy explained, control of transmon qubits using a cryogenic CMOS integrated circuit, quantum supremacy: benchmarking the Sycamore processor, extracting coherence information from random circuits, estimation of statistical significance of quantum supremacy; Overview of TensorFlow Quantum: TensorFlow Quantum: a software platform for hybrid quantum-classical ML, layer-wise learning for quantum neural networks; Practical TensorFlow Quantum - binary classifier: using Tensorflow Quantum for simple quantum binary classification; Practical Tensorflow Quantum - XOR problem: solving the XOR problem with quantum machine learning with TFQ, quantum XOR decision boundary with TFQ; Quantum reinforcement learning: replicating reinforcement learning with quantum variational circuits with TFQ; Quantum Approximate Optimization Algorithm (QAOA): quantum Approximate Optimization Algorithm (QAOA) with Tensorflow Quantum; Variational Quantum Eigensolver (VQE): variational Quantum Eigensolver (VQE) in Tensorflow Quantum for single qubit Hamiltonians, variational Quantum Eigensolver (VQE) in TensorFlow-Quantum for 2 qubit Hamiltonians, optimizing VQE's with Rotosolve in Tensorflow Quantum
Certification Programme version/revision: EITC/AI/TFQMLv1r1)Earned ECTS credits: 2
This supplement is a formal attachment to issued certificate.
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Validation link:
https://eitci.org/val?id=EITC/AI/TFQML/SLJ20004698&t=RTqXh68VNn4Mc2Hz
