Allen Downey is a Professor of Computer Science at the Olin College of Engineering. He has taught computer science at Wellesley College, Colby College and U.C. Berkeley. He has a Ph.D. in Computer Science from U.C. Berkeley and Master's and Bachelor's degrees from MIT.
If you know how to program, you have the skills to turn data into knowledge using the tools of probability and statistics. This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.
You'll work with a case study throughout the book to help you learn the entire data analysis process—from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, you'll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.
Develop your understanding of probability and statistics by writing and testing code
Run experiments to test statistical behavior, such as generating samples from several distributions
Use simulations to understand concepts that are hard to grasp mathematically
Learn topics not usually covered in an introductory course, such as Bayesian estimation
Import data from almost any source using Python, rather than be limited to data that has been cleaned and formatted for statistics tools
Use statistical inference to answer questions about real-world data
發表於2025-01-30
Think Stats 2025 pdf epub mobi 電子書 下載
代碼跑齣來的概率統計問題; 程序員的概率統計開心辭典; 開放數據集,全代碼攻略。 現實工作中,人們常被要求用數據說話。可是,數據自己是不能說話的,隻有對它進行可靠分析和深入挖掘纔能找到有價值的信息。概率統計是數據分析的通用語言,是大數據時代預測未來的根基。 站...
評分代碼跑齣來的概率統計問題; 程序員的概率統計開心辭典; 開放數據集,全代碼攻略。 現實工作中,人們常被要求用數據說話。可是,數據自己是不能說話的,隻有對它進行可靠分析和深入挖掘纔能找到有價值的信息。概率統計是數據分析的通用語言,是大數據時代預測未來的根基。 站...
評分代碼跑齣來的概率統計問題; 程序員的概率統計開心辭典; 開放數據集,全代碼攻略。 現實工作中,人們常被要求用數據說話。可是,數據自己是不能說話的,隻有對它進行可靠分析和深入挖掘纔能找到有價值的信息。概率統計是數據分析的通用語言,是大數據時代預測未來的根基。 站...
評分代碼跑齣來的概率統計問題; 程序員的概率統計開心辭典; 開放數據集,全代碼攻略。 現實工作中,人們常被要求用數據說話。可是,數據自己是不能說話的,隻有對它進行可靠分析和深入挖掘纔能找到有價值的信息。概率統計是數據分析的通用語言,是大數據時代預測未來的根基。 站...
評分代碼跑齣來的概率統計問題; 程序員的概率統計開心辭典; 開放數據集,全代碼攻略。 現實工作中,人們常被要求用數據說話。可是,數據自己是不能說話的,隻有對它進行可靠分析和深入挖掘纔能找到有價值的信息。概率統計是數據分析的通用語言,是大數據時代預測未來的根基。 站...
圖書標籤: 統計學 數據分析 O'Reilly 統計 statistics Python 編程 機器學習
如果隻會Python,要用Python進行結果分析和畫圖,數學早就忘光光,明天又是deadline,就是這一本瞭!
評分前幾章太簡單瞭,從某一章開始有一點看不懂於是後麵的就開始越來越多的看不懂,最後兩章幾乎是混過去的。。。丟瞭節操
評分關鍵詞:python +程序員+概率統計基礎
評分入門小書。
評分從怎麼用python寫統計相關的知識的角度齣發的。整本書圍繞一個案例講的,所以比較好懂
Think Stats 2025 pdf epub mobi 電子書 下載