Practical MATLAB Deep Learning: A Project-Based Approach
暫譯: 實用 MATLAB 深度學習：基於專案的方法

Paluszek, Michael, Thomas, Stephanie

Practical MATLAB Deep Learning: A Project-Based Approach

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商品描述

Harness the power of MATLAB for deep-learning challenges. This book provides an introduction to deep learning and using MATLAB's deep-learning toolboxes. You'll see how these toolboxes provide the complete set of functions needed to implement all aspects of deep learning.
Along the way, you'll learn to model complex systems, including the stock market, natural language, and angles-only orbit determination. You'll cover dynamics and control, and integrate deep-learning algorithms and approaches using MATLAB. You'll also apply deep learning to aircraft navigation using images.
Finally, you'll carry out classification of ballet pirouettes using an inertial measurement unit to experiment with MATLAB's hardware capabilities.

What You Will Learn

  • Explore deep learning using MATLAB and compare it to algorithms
  • Write a deep learning function in MATLAB and train it with examples
  • Use MATLAB toolboxes related to deep learning
  • Implement tokamak disruption prediction

Who This Book Is For
Engineers, data scientists, and students wanting a book rich in examples on deep learning using MATLAB.

商品描述(中文翻譯)

利用 MATLAB 的力量來解決深度學習挑戰。本書介紹了深度學習及使用 MATLAB 的深度學習工具箱。您將看到這些工具箱提供了實現深度學習所有方面所需的完整功能集。在此過程中，您將學習如何建模複雜系統，包括股市、自然語言和僅使用角度的軌道確定。您將涵蓋動力學和控制，並使用 MATLAB 整合深度學習算法和方法。您還將應用深度學習於使用影像的飛機導航。最後，您將使用慣性測量單元進行芭蕾旋轉的分類，以實驗 MATLAB 的硬體能力。

您將學到的內容：

- 探索使用 MATLAB 的深度學習並與算法進行比較
- 在 MATLAB 中編寫深度學習函數並用範例進行訓練
- 使用與深度學習相關的 MATLAB 工具箱
- 實現托卡馬克擾動預測

本書適合對象：
工程師、數據科學家以及希望獲得豐富範例的學生，專注於使用 MATLAB 的深度學習。

作者簡介

Michael Paluszek is the co-author of MATLAB Recipes published by Apress. He is President of Princeton Satellite Systems, Inc. (PSS) in Plainsboro, New Jersey. Mr. Paluszek founded PSS in 1992 to provide aerospace consulting services. He used MATLAB to develop the control system and simulation for the Indostar-1 geosynschronous communications satellite, resulting in the launch of PSS' first commercial MATLAB toolbox, the Spacecraft Control Toolbox, in 1995. Since then he has developed toolboxes and software packages for aircraft, submarines, robotics, and fusion propulsion, resulting in PSS' current extensive product line. He is currently leading an Army research contract for precision attitude control of small satellites and working with the Princeton Plasma Physics Laboratory on a compact nuclear fusion reactor for energy generation and propulsion. Prior to founding PSS, Mr. Paluszek was an engineer at GE Astro Space in East Windsor, NJ. At GE he designed the Global Geospace Science Polar despun platform control system and led the design of the GPS IIR attitude control system, the Inmarsat-3 attitude control systems and the Mars Observer delta-V control system, leveraging MATLAB for control design. Mr. Paluszek also worked on the attitude determination system for the DMSP meteorological satellites. Mr. Paluszek flew communication satellites on over twelve satellite launches, including the GSTAR III recovery, the first transfer of a satellite to an operational orbit using electric thrusters. At Draper Laboratory Mr. Paluszek worked on the Space Shuttle, Space Station and submarine navigation. His Space Station work included designing of Control Moment Gyro based control systems for attitude control. Mr. Paluszek received his bachelors in Electrical Engineering, and master's and engineer's degrees in Aeronautics and Astronautics from the Massachusetts Institute of Technology. He is author of numerous papers and has over a dozen U.S. Patents.

Stephanie Thomas is the co-author of MATLAB Recipes, published by Apress. She received her bachelor's and master's degrees in Aeronautics and Astronautics from the Massachusetts Institute of Technology in 1999 and 2001. Ms. Thomas was introduced to PSS' Spacecraft Control Toolbox for MATLAB during a summer internship in 1996 and has been using MATLAB for aerospace analysis ever since. She built a simulation of a lunar transfer vehicle in C++, LunarPilot, during the same internship. In her nearly 20 years of MATLAB experience, she has developed many software tools including the Solar Sail Module for the Spacecraft Control Toolbox; a proximity satellite operations toolbox for the Air Force; collision monitoring Simulink blocks for the Prisma satellite mission; and launch vehicle analysis tools in MATLAB and Java, to name a few. She has developed novel methods for space situation assessment such as a numeric approach to assessing the general rendezvous problem between any two satellites implemented in both MATLAB and C++. Ms. Thomas has contributed to PSS' Attitude and Orbit Control textbook, featuring examples using the Spacecraft Control Toolbox, and written many software User's Guides. She has conducted SCT training for engineers from diverse locales such as Australia, Canada, Brazil, and Thailand and has performed MATLAB consulting for NASA, the Air Force, and the European Space Agency.

作者簡介(中文翻譯)

邁克爾·帕盧塞克是由Apress出版的MATLAB食譜的共同作者。他是位於新澤西州普蘭斯伯勒的普林斯頓衛星系統公司（PSS）的總裁。帕盧塞克先生於1992年創立PSS，提供航空航天諮詢服務。他使用MATLAB開發了Indostar-1靜止通信衛星的控制系統和模擬，並於1995年推出了PSS的第一個商業MATLAB工具箱——航天器控制工具箱。自那時以來，他為飛機、潛艇、機器人和聚變推進系統開發了多個工具箱和軟體包，形成了PSS目前廣泛的產品線。他目前正在領導一項陸軍研究合約，專注於小型衛星的精確姿態控制，並與普林斯頓等離子體物理實驗室合作，開發用於能源生成和推進的緊湊型核聚變反應堆。在創立PSS之前，帕盧塞克先生曾在新澤西州東溫莎的GE Astro Space擔任工程師。在GE，他設計了全球地球科學極地去旋轉平台的控制系統，並主導了GPS IIR姿態控制系統、Inmarsat-3姿態控制系統和火星觀測者的delta-V控制系統的設計，利用MATLAB進行控制設計。帕盧塞克先生還參與了DMSP氣象衛星的姿態確定系統的工作。他參與了超過十二次衛星發射的通信衛星飛行，包括GSTAR III的回收，這是首次使用電推進器將衛星轉移到運行軌道。帕盧塞克先生在Draper實驗室工作過，參與了航天飛機、太空站和潛艇導航的項目。他在太空站的工作包括設計基於控制力矩陀螺的姿態控制系統。帕盧塞克先生獲得了麻省理工學院的電機工程學士學位，以及航空學和航天學的碩士和工程學位。他是多篇論文的作者，擁有十多項美國專利。

史蒂芬妮·托馬斯是由Apress出版的MATLAB食譜的共同作者。她於1999年和2001年在麻省理工學院獲得航空學和航天學的學士和碩士學位。托馬斯女士在1996年的暑期實習中首次接觸到PSS的MATLAB航天器控制工具箱，並自此開始使用MATLAB進行航空航天分析。在同一次實習中，她使用C++構建了一個月球轉移飛行器的模擬，名為LunarPilot。在近20年的MATLAB經驗中，她開發了許多軟體工具，包括航天器控制工具箱的太陽帆模組；為空軍開發的近距衛星操作工具箱；Prisma衛星任務的碰撞監測Simulink模塊；以及用於MATLAB和Java的發射載具分析工具等。她還開發了空間情況評估的新方法，例如一種數值方法，用於評估任意兩顆衛星之間的一般會合問題，並在MATLAB和C++中實現。托馬斯女士為PSS的《姿態與軌道控制》教科書做出了貢獻，該書包含使用航天器控制工具箱的示例，並撰寫了多本軟體用戶指南。她為來自澳大利亞、加拿大、巴西和泰國等地的工程師進行了SCT培訓，並為NASA、空軍和歐洲航天局提供了MATLAB諮詢服務。

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