學會使用機器學習Python健康管理的應用
Learn to use machine learning Python for health management applications
Deep Learning:用Python進行深度學習的基礎理論實作
作者: 斎藤康毅
譯者: 吳嘉芳
出版社:歐萊禮
利用最少的外部函式庫,使用Python,從零開始實際執行深度學習的程式。
.說明Python 的用法,讓Python 的初學者也能理解。
.實際執行Python 的原始碼,同時提供讀者手邊可以進行實驗的學習環境。
.從簡單的機器學習問題開始,到最後執行精密辨識影像的系統。
.以淺顯易懂的方式說明深度學習與神經網路理論。
.針對看似複雜的技術,如誤差反向傳播與卷積運算等,利用實際操作方式說明,幫助理解。
.介紹在執行深度學習時,有幫助且實用的技巧,包括決定學習率的方法、權重的預設值等。
.說明Batch Normalization、Dropout、Adam 等最近的趨勢與操作。
.為什麼深度學習很優秀,為什麼加深層數,就能提高辨識準確度,為什麼隱藏層很重要,仔細說明這些「為什麼」。
.介紹自動運作、產生影像、強化學習等深度學習的應用範例。
Deep Learning: Basic theoretical implementation of deep learning using Python
Author: Yasuki Saito
Translator: Wu Jiafang
Publisher: O'Reilly
Utilize minimal external libraries and use Python to actually execute deep learning programs from scratch.
. Explain the usage of Python so that even beginners of Python can understand it.
. It actually executes the Python source code and provides readers with a learning environment where they can conduct experiments.
. Starting from simple machine learning problems, and finally implementing systems for precise image recognition.
. Explain deep learning and neural network theory in an easy-to-understand way.
. For seemingly complex technologies, such as error backpropagation and convolution operations, practical operation methods are used to explain and help understanding.
. Introduces helpful and practical techniques when performing deep learning, including methods for determining learning rates, preset values for weights, etc.
. Explain the recent trends and operations of Batch Normalization, Dropout, Adam, etc.
. Why deep learning is excellent, why deeper layers can improve recognition accuracy, why hidden layers are important, explain these "whys" in detail.
. Introduces application examples of deep learning such as automatic operation, image generation, and reinforcement learning.
評分項目 Grading Method | 配分比例 Grading percentage | 說明 Description |
---|---|---|
專題研究報告説明專題研究報告説明 Special research report description |
70 | |
程式設計實作示範或演示程式設計實作示範或演示 Programming implementation demonstration or demonstration |
20 | |
出席和上課表現出席和上課表現 Attendance and class performance |
10 |