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Data Science Crash Course 一日數據科學速成班

by Xccelerate
 
Paid

Python是一種具有動態語義的高級編程語言,可用於在各種領域中構建許多應用程序。

簡單來說,Python是一種高度通用的編程語言,可以對其進行修改以作不同的應用,例如可用於構建Web應用程序,網站甚至複雜的應用程序。

雖然功能多樣,但Python非常容易學習。粗略估計,對於一個初學者,學習Python編程只需約六個月時間。

Python趣聞:Python最大的應用是YouTube,全球有數十億用戶使用。

Python的一些應用:

– 簡單但繁瑣的任務(網頁抓取,文檔分析)

– Web應用程序和框架

– 實驗/建築原型

– 貨幣交易

– 自動化股票交易

這個為期一天的數據科學速成課程旨在讓學生體驗數據科學。本課程將介紹Python和它的Libraries,如Pandas,Numpy,Scikit-Learn並用圖解示例。

課程將用英文教材配合以廣東話授課

Part 1 (AM):

Intro to Data Science with Python

利用Python體驗數據科學

– Python 基本知識

– Pandas 用於數據整理和數據可視化

Python Basics – variables, assignments, functions

Introduction to Pandas – reading data, vectorised operations, numpy functions

Visualisation with Pandas – scatterplots, histograms and more

Part 2 (PM):

Data Mining for Beginners

機器學習入門

– 機器學習 – 迴歸和分類

– 利用sklearn 包進行如線性迴歸、邏輯迴歸、決策樹等的機器學習算法

Regression – what is regression and how to fit regression models with sklearn e.g. simple linear regression

Classification – what is classification and how to fit classification models such as logistic regression and tree-based algorithms.

Agenda:

Session 1

10:00 AM – Python Basics, Reading Data with Pandas + Hands-on Lab

11:20AM – Break

11:30 AM – Pandas Data Manipulation and Visualisation + Hands-on Lab

1:00 PM – Lunch (1hr, not included)

Session 2

2:00 PM – Intro to Machine Learning

2:20 PM – Regression with sklearn + Hands-on Lab

4:00 PM – Break

4:10 PM – Classification with sklearn + Hands-on Lab

您可以選擇以HKD499的優惠價報名兩個環節,或約HKD300報名一個環節,請在結賬時選擇門票。

 

Date And Time

2019/06/01 at 10:00 to
19:30
 

Venue

R One Causeway Bay
26F Sino Plaza, 255-257 Gloucester Road Causeway Bay, 26F Sino Plaza 255-257 Gloucester Road Causeway Bay
 

Event Types

 
 
 
 

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