课程信息
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100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

Python programming (beginners)

Investment theory (recommended)

Statistics (recommended)

完成时间大约为11 小时

建议:4 weeks of study, 2 hours per week...

英语(English)

字幕:英语(English)

您将学到的内容有

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    Learn what alternative data is and how it is used in financial market applications. 

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    Become immersed in current academic and practitioner state-of-the-art research pertaining to alternative data applications.

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    Perform data analysis of real-world alternative datasets using Python.

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    Gain an understanding and hands-on experience in data analytics, visualization and quantitative modeling applied to alternative data in finance

您将获得的技能

Advanced vizualisationBasics of consuption-based alternative dataText mining methodologiesWeb-scritpting tools

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

Python programming (beginners)

Investment theory (recommended)

Statistics (recommended)

完成时间大约为11 小时

建议:4 weeks of study, 2 hours per week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 4 小时

Consumption

10 个视频 (总计 74 分钟), 3 个阅读材料, 1 个测验
10 个视频
What is consumption data?8分钟
Geolocation and foot-traffic5分钟
Lab session: Introduction to the Uber Dataset6分钟
Lab session: Points of Interest5分钟
Lab session: Mapping Data with Folium9分钟
Lab session: Testing Seasonality11分钟
Application: Consumption data and earning surprises7分钟
Application:Consumption-based proxies for private information and managers behavior7分钟
Application: Additional applications of consumption data7分钟
3 个阅读材料
Material at your disposal5分钟
Additional resources on the interest of real-time corporate sales'measures1小时
Additional resources on Predicting Performance using Consumer Big Data1小时
1 个练习
Graded Quiz on Consumption30分钟
2
完成时间为 2 小时

Textual Analysis for Financial Applications

8 个视频 (总计 75 分钟), 1 个阅读材料, 1 个测验
8 个视频
Introduction to textual analysis3分钟
Processing text into vectors12分钟
Normalizing textual data5分钟
Lab session: Introduction to Webscraping11分钟
Lab session: Applied Text Data Processing11分钟
Lab session: Company Distances and Industry Distances15分钟
Application: applying similarity analysis on corporate filings to predict returns9分钟
1 个阅读材料
Additional resources on textual analysis for financial applications1小时
1 个练习
Graded Quiz on Textual Analysis for Financial Applications
3
完成时间为 3 小时

Processing Corporate Filings

8 个视频 (总计 69 分钟), 2 个阅读材料, 1 个测验
8 个视频
Lab session: Working with 10-K Data7分钟
Lab session: Applications of TF-IDF11分钟
Lab session: Risk Analysis9分钟
Lab session: Working with 13-F Data10分钟
Lab session: Comparing Holding Similarities11分钟
Application: network centrality, competition links and stock returns8分钟
Application: Using location data to measure home bias to predict returns4分钟
2 个阅读材料
Additional resources30分钟
Additional resources on processing corporate fillings1 小时 15 分
1 个练习
Graded Quiz on Processing Corporate Filings
4
完成时间为 6 小时

Using Media-Derived Data

7 个视频 (总计 62 分钟), 3 个阅读材料, 1 个测验
7 个视频
Sentiment Analysis6分钟
Lab session: Twitter Dataset Introduction10分钟
Lab session: Network Visualization4分钟
Lab session: Replicating PageRank12分钟
Lab session: Applied Sentiment Analysis7分钟
Application: Using media to predict financial market variables10分钟
3 个阅读材料
Additional resources1小时
Additional resources1 小时 15 分
Additional resources on using media derived-data2 小时 30 分
1 个练习
Graded Quiz on Using Media-Derived Data

讲师

Avatar

Gideon OZIK

Founder and managing partner of MKT MediaStats
Data science and financial economics
Avatar

Sean McOwen

Quantitative Analyst
Finance

关于 EDHEC Business School

Founded in 1906, EDHEC is now one of Europe’s top 15 business schools . Based in Lille, Nice, Paris, London and Singapore, and counting over 90 nationalities on its campuses, EDHEC is a fully international school directly connected to the business world. With over 40,000 graduates in 120 countries, it trains committed managers capable of dealing with the challenges of a fast-evolving world. Harnessing its core values of excellence, innovation and entrepreneurial spirit, EDHEC has developed a strategic model founded on research of true practical use to society, businesses and students, and which is particularly evident in the work of EDHEC-Risk Institute and Scientific Beta. The School functions as a genuine laboratory of ideas and plays a pioneering role in the field of digital education via EDHEC Online, the first fully online degree-level training platform. These various components make EDHEC a centre of knowledge, experience and diversity, geared to preparing new generations of managers to excel in a world subject to transformational change. EDHEC in figures: 8,600 students in academic education, 19 degree programmes ranging from bachelor to PhD level, 184 professors and researchers, 11 specialist research centres. ...

关于 Investment Management with Python and Machine Learning 专项课程

The Data Science and Machine Learning for Asset Management Specialization has been designed to deliver a broad and comprehensive introduction to modern methods in Investment Management, with a particular emphasis on the use of data science and machine learning techniques to improve investment decisions.By the end of this specialization, you will have acquired the tools required for making sound investment decisions, with an emphasis not only on the foundational theory and underlying concepts, but also on practical applications and implementation. Instead of merely explaining the science, we help you build on that foundation in a practical manner, with an emphasis on the hands-on implementation of those ideas in the Python programming language through a series of dedicated lab sessions....
Investment Management with Python and Machine Learning

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