Fundamentals: Schrödinger’s Equation to Deep Learning
N.B. Singh
This audiobook is narrated by a digital voice.
"Focusing on the journey from understanding Schrödinger's Equation to exploring the depths of Deep Learning, this book serves as a comprehensive guide for absolute beginners with no mathematical backgrounds. Starting with fundamental concepts in quantum mechanics, the book gradually introduces readers to the intricacies of Schrödinger's Equation and its applications in various fields. With clear explanations and accessible language, readers will delve into the principles of quantum mechanics and learn how they intersect with modern technologies such as Deep Learning. By bridging the gap between theoretical physics and practical applications, this book equips readers with the knowledge and skills to navigate the fascinating world of quantum mechanics and embark on the exciting journey of Deep Learning."
Duration - 8h 54m.
Author - N.B. Singh.
Narrator - Digital Voice Mary G.
Published Date - Monday, 20 January 2025.
Copyright - © 2024 N.B. Singh ©.
Location:
United States
Description:
This audiobook is narrated by a digital voice. "Focusing on the journey from understanding Schrödinger's Equation to exploring the depths of Deep Learning, this book serves as a comprehensive guide for absolute beginners with no mathematical backgrounds. Starting with fundamental concepts in quantum mechanics, the book gradually introduces readers to the intricacies of Schrödinger's Equation and its applications in various fields. With clear explanations and accessible language, readers will delve into the principles of quantum mechanics and learn how they intersect with modern technologies such as Deep Learning. By bridging the gap between theoretical physics and practical applications, this book equips readers with the knowledge and skills to navigate the fascinating world of quantum mechanics and embark on the exciting journey of Deep Learning." Duration - 8h 54m. Author - N.B. Singh. Narrator - Digital Voice Mary G. Published Date - Monday, 20 January 2025. Copyright - © 2024 N.B. Singh ©.
Language:
English
Preface
Duración:00:02:31
Introduction
Duración:00:00:03
The Quantum Revolution
Duración:00:06:24
The Rise of Deep Learning
Duración:00:07:46
Bridging the Gap
Duración:00:04:47
Book Overview
Duración:00:04:47
Quantum Mechanics Fundamentals
Duración:00:00:04
Historical Background
Duración:00:04:22
Wave-Particle Duality
Duración:00:05:29
Schrödinger’s Equation
Duración:00:03:42
Quantum States and Operators
Duración:00:04:52
Measurement and Observables
Duración:00:03:46
Quantum Superposition
Duración:00:03:16
Entanglement and Bell’s Theorem
Duración:00:03:48
Quantum Computing Primer
Duración:00:00:03
Basics of Classical Computing
Duración:00:04:21
Introduction to Quantum Computing
Duración:00:04:24
Quantum Gates and Circuits
Duración:00:03:12
Quantum Algos: Shor’s Algo and Grover’s Algo
Duración:00:03:42
Quantum Error Correction
Duración:00:06:55
Quantum Hardware and Implementations
Duración:00:07:38
Quantum Machine Learning
Duración:00:00:03
Overview of Machine Learning
Duración:00:03:11
Unsupervised Learning
Duración:00:14:48
Quantum Machine Learning Paradigms
Duración:00:09:21
Quantum Feature Spaces
Duración:00:20:37
Quantum Neural Networks
Duración:00:41:43
Quantum Support Vector Machines
Duración:00:15:32
Quantum Generative Models
Duración:00:05:18
Quantum Reinforcement Learning
Duración:00:06:36
Quantum-Inspired Deep Learning
Duración:00:00:04
Quantum-Inspired Convolutional Neural Networks
Duración:00:04:37
Quantum-Inspired Recurrent Neural Networks
Duración:00:04:00
Quantum-Inspired Generative Models
Duración:00:04:31
Quantum-Inspired Reinforcement Learning
Duración:00:04:18
Hybrid Quantum-Classical Approaches
Duración:00:00:04
Variational Quantum Eigensolvers
Duración:00:03:33
Quantum Approximate Optimization Algorithm
Duración:00:04:54
Quantum-Classical Hybrid Neural Networks
Duración:00:04:04
Quantum-Assisted Data Preprocessing
Duración:00:21:52
Quantum-Classical Transfer Learning
Duración:00:05:05
Quantum Reinforcement Learning with Classical Feedback
Duración:00:04:48
Applications of Quantum Deep Learning
Duración:00:00:04
Quantum Chemistry and Drug Discovery
Duración:00:21:08
Quantum Image and Speech Recognition
Duración:00:14:23
Example Workflow for Image and Speech Processing
Duración:00:02:10
Quantum Financial Modeling
Duración:00:01:23
Steps for Portfolio Optimization
Duración:00:07:36
Quantum Natural Language Processing
Duración:00:07:32
Quantum Robotics and Autonomous Systems
Duración:00:06:18
Quantum Computing for Quantum Machine Learning
Duración:00:18:53
Challenges and Future Directions
Duración:00:00:04
Current Challenges in Quantum Deep Learning
Duración:00:04:03
Potential Future Developments
Duración:00:04:44
Ethical and Societal Implications
Duración:00:06:35
Concluding Remarks
Duración:00:04:58
Mathematical Background
Duración:00:00:03
Linear Algebra Basics
Duración:00:15:05
Complex Numbers and Complex Analysis
Duración:00:14:56
Probability Theory and Statistics
Duración:00:20:43
Quantum Mechanics Review
Duración:00:00:03
Recap of Schrödinger’s Equation and Wavefunctions
Duración:00:28:41
Operators and Observables in Quantum Mechanics
Duración:00:52:42
Quantum Measurement and Born’s Rule
Duración:00:11:17
Quantum Entanglement and Bell’s Theorem
Duración:00:04:25
Glossary
Duración:00:07:54