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Quantum Machine Learning for Finance: Advancing Financial Intelligence with Quantum Models

Table of Contents Introduction Why Use Quantum ML in Finance? Classical Financial ML Challenges QML Advantages in Financial Applications Encoding Financial Data into Quantum States Feature Mapping for Time Series...
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Quantum Machine Learning for Chemistry: A New Paradigm in Molecular Modeling

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Quantum Datasets and Benchmarks: Foundations for Evaluating Quantum Machine Learning

Table of Contents Introduction Why Datasets Matter in QML Classical vs Quantum Datasets Synthetic Datasets for Quantum ML Real-World Use Cases for Quantum Datasets Benchmarking in Classical ML vs QML Types...
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Barren Plateaus and Training Issues in Quantum Machine Learning

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Optimization Techniques in Quantum Machine Learning: SPSA, COBYLA, and Beyond

Table of Contents Introduction Role of Optimization in Quantum Machine Learning Gradient-Based vs Gradient-Free Methods Stochastic Gradient Descent (SGD) Adam Optimizer Simultaneous Perturbation Stochastic Approximation (SPSA) SPSA: Algorithm and Use Cases SPSA...

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Backpropagation with Parameter-Shift Rule in Quantum Models

Table of Contents Introduction Need for Gradients in Quantum ML Variational Quantum Circuits and Training Limitations of Classical Backpropagation The Parameter-Shift Rule: Core Concept Mathematical Derivation Conditions for Using Parameter-Shift Rule General...

Training Quantum Models: Optimizing Parameters for Quantum Machine Learning

Table of Contents Introduction What Does Training Mean in Quantum ML? Variational Quantum Circuits (VQCs) as Models Cost Functions and Objective Definitions Forward Pass: Circuit Evaluation Measurement and Output Processing Gradient...

Cost Functions for Quantum Models: Measuring Performance in Quantum Machine Learning

Table of Contents Introduction Role of Cost Functions in QML Characteristics of a Good Cost Function Cost Functions for Classification Binary Cross-Entropy Loss Mean Squared Error (MSE) Hinge Loss for Margin-Based...

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Getting Started with Qiskit: A Comprehensive Guide for Beginners

Kumar Prafull -
Introduction Quantum computing is one of the most exciting frontiers of modern science and technology, and IBM’s Qiskit is one of the most widely used...

Quantum vs Classical Computing: Understanding the Key Differences and Future Implications

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Introduction The evolution of computing has reached a pivotal moment with the rise of quantum computing. While classical computing has served as the foundation for...

Understanding Superposition and Entanglement in Quantum Computing: Key Concepts for the Future of Technology

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Introduction to Quantum Computing Quantum computing is an advanced field that holds the potential to revolutionize various industries, from cybersecurity to drug discovery. At its...

Qubits Explained: The Heart of Quantum Computing

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Table of Contents Introduction What is a Qubit? Classical Bits vs. Quantum Bits Key Principles Behind Qubits Superposition Entanglement Quantum Interference Physical Implementations of Qubits Superconducting Qubits Trapped Ion Qubits Photonic Qubits Topological Qubits Challenges in Qubit...

How Does a Quantum Computer Work? Understanding the Building Blocks

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Table of Contents Introduction The Limitations of Classical Computers What Makes Quantum Computers Different? Fundamental Concepts of Quantum Mechanics Qubits and Superposition Entanglement Quantum Interference The Building Blocks of a Quantum Computer Quantum...

What Is Quantum Computing? A Beginner’s Guide to the Quantum Revolution

Kumar Prafull -
Introduction Imagine a computer so powerful it can perform calculations that would take today’s fastest supercomputers millions of years — in just seconds. This is...
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