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Python and Machine Learning for Asset Management
Coursera
Course
Unknown

Python and Machine Learning for Asset Management

EDHEC Business School

Master machine learning techniques applied to investment and asset management, using Python libraries for real financial data analysis and portfolio decision-making.

Unknown5 weeksEnglish

About this Course

This course will enable you mastering machine-learning approaches in the area of investment management. It has been designed by two thought leaders in their field, Lionel Martellini from EDHEC-Risk Institute and John Mulvey from Princeton University. Starting from the basics, they will help you build practical skills to understand data science so you can make the best portfolio decisions. The course will start with an introduction to the fundamentals of machine learning, followed by an in-depth

What You'll Learn

  • Learn supervised and unsupervised machine learning techniques on financial datasets
  • Understand logistic regression and binary classification algorithms
  • Utilize Python libraries to implement machine learning algorithms in case studies
  • Learn factor models and regime switching models for investment management

Prerequisites

  • Basic Python programming skills
  • Fundamentals of statistics and mathematics

Instructors

C

Claudia Carrone

Pedagogical Innovation Department

J

John Mulvey - Princeton University

Finance

Topics

Asset Management
Investment Management
Statistical Methods
Portfolio Management
Jupyter
Supervised Learning
Dimensionality Reduction
Financial Market
Financial Modeling
Applied Machine Learning

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

إدارة الأصول
إدارة الاستثمارات
الطرق الإحصائية
إدارة المحافظ
جوبتر
التعلم الخاضع للإشراف
تقليل الأبعاد
الأسواق المالية
Financial Modeling
Applied Machine Learning

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