COURSE·FQF4004

Machine Learning in Finance

Finance & Investments

20 Chapters

Offered in

Finance & Quantitative FinanceFQF4004coreQuantitative Finance

Chapters

Ch 1FREE

Introduction to Machine Learning

14 min

Ch 2FREE

Python Ecosystem for Data Science

12 min

Ch 3

Exploratory Data Analysis

13 min

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Ch 4

Data Preprocessing

14 min

Ch 5

Feature Engineering

15 min

Ch 6

Model Evaluation and Selection

18 min

Ch 7

Linear Regression Models

13 min

Ch 8

Logistic Regression and Classification

13 min

Ch 9

Decision Trees and Ensemble Methods

15 min

Ch 10

Support Vector Machines and Instance-Based Learners

13 min

Ch 11

Neural Networks Architecture and Training

15 min

Ch 12

Recurrent Networks and Deep Learning Tools

13 min

Ch 13

Time Series Analysis and Forecasting

16 min

Ch 14

Dimensionality Reduction

12 min

Ch 15

Clustering

11 min

Ch 16

Reinforcement Learning

16 min

Ch 17

Natural Language Processing Foundations

14 min

Ch 18

Natural Language Processing Applications

17 min

Ch 19

Machine Learning in Finance Portfolio and Trading

13 min

Ch 20

Machine Learning for Risk and Derivatives

13 min