人工智慧 / Machine Learning
◎ 人工智慧一大分支
利用資料與以往的經驗進行學習、工作程序上的優化,是定義上有智慧的學習。透過機器學習,我們不再透過既定演算法來跑迴圈與布林判斷,而是透過機率、統計等數學方式教導電腦如何透過經驗法則自動改進演算法,其中又可分為監督式與非監督式學習,兩者的差異就在訓練資料集中有沒有人工標注。
◎ 機器學習框架
目前當紅的框架有Google的TensorFlow與Keras、Facebook的Pytorch等。不論會不會寫程式,讀者們僅需基本的數學能力,如微積分、機率與統計等背景知識,就可從此三個領域輕鬆上手!有許多入門書籍一步步帶領各位初心者們,深入淺出的從基本程式語言到機器學習專業領域上的應用。
◎ 應用層面廣泛
簡單來說,機器學習是從給定的特徵中,學習出一個函式,並透過函式預測目標結果。
如奠定了深度學習基礎的類神經網路、支持向量機;基於條件機率而成的統計分類、回歸分析;以及近期最熱門的強化學習(Reinforcement Learning)中也使用了如蒙地卡羅等啓發式搜尋演算法,都是奠基於機器學習的理論之上發展而成。
相關書籍
-
90折
$1,278Machine Learning Methods in the Environmental Sciences: Neural Networks and Kernels
-
75折
$311精通機器學習 基於R 第2版
-
50折
$207深度實踐Spark機器學習
-
50折
$1,090Data Science on the Google Cloud Platform: Implementing End-to-End Real-Time Data Pipelines: From Ingest to Machine Learning
-
80折
$1,184Practical Big Data Analytics: Hands-on techniques to implement enterprise analytics and machine learning using Hadoop, Spark, NoSQL and R
-
75折
$356機器學習導論(原書第2版)
-
28折
$99機器學習 : Python 實踐
-
90折
$2,682Machine Learning with R
-
37折
$199機器智能:人臉工程
-
48折
$500$239 -
80折
$1,568MATLAB for Machine Learning
-
34折
$199機器智能 : 人工心理 (Machine intelligence: artificial psychology)
-
80折
$2,240Python: Real World Machine Learning
-
90折
$1,764MATLAB Deep Learning: With Machine Learning, Neural Networks and Artificial Intelligence (Paperback)
-
50折
$788Mastering Machine Learning with Python in Six Steps: A Practical Implementation Guide to Predictive Data Analytics Using Python (Paperback)
-
75折
$266R語言機器學習:實用案例分析
-
25折
$399Machine Learning with Spark Second Edition
-
50折
$990Hands-On Machine Learning with Scikit-Learn and TensorFlow (Paperback)
-
51折
$149大數據時代的算法:機器學習、人工智能及其典型實例
-
60折
$990MATLAB Machine Learning
-
23折
$399Building Machine Learning Projects with TensorFlow (Paperback)
-
27折
$399Machine Learning Refined: Foundations, Algorithms, and Applications (Hardcover)
-
90折
$3,119Data Mining and Machine Learning in Building Energy Analysis
-
50折
$990Python Machine Learning Cookbook (Paperback)
-
33折
$399Machine Learning For Dummies
-
80折
$2,960Financial Signal Processing and Machine Learning
-
24折
$399Machine Learning in Java(Paperback)
-
80折
$1,280R Machine Learning By Example (Paperback)
-
90折
$2,052Statistical Relational Artificial Intelligence: Logic, Probability, and Computation (Synthesis Lectures on Artificial Intelligence and Machine Learning)
-
80折
$1,400Practical Machine Learning