COURSE·IS1004

Python Programming for Business

Quantitative Methods & Mathematics

17 Chapters

Offered in

Information SystemsIS1004coreAll streams
Finance & Quantitative FinanceFQF1008coreQuantitative Finance

Chapters

Ch 1FREE

Python Programming Fundamentals

12 min

Ch 2FREE

Core Data Structures and Comprehensions

12 min

Ch 3

Object-Oriented Programming and Special Methods

12 min

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Ch 4

Data InputOutput and Persistent Storage

12 min

Ch 5

Array Computing with NumPy

13 min

Ch 6

Data Manipulation with pandas

12 min

Ch 7

Time Series Analysis with pandas

12 min

Ch 8

Data Visualization

14 min

Ch 9

Numerical Methods and Symbolic Mathematics

11 min

Ch 10

Probability and Statistical Inference

14 min

Ch 11

Machine Learning with scikit-learn

18 min

Ch 12

Stochastic Processes and Monte Carlo Simulation

17 min

Ch 13

Derivatives Valuation and Calibration

18 min

Ch 14

Financial Risk Measurement

15 min

Ch 15

Algorithmic Trading Strategy Development and Backtesting

12 min

Ch 16

Real-Time Trading Systems and Deployment

14 min

Ch 17

High-Performance Computing in Python

14 min