Quantitative Finance for Data Science Students: Python, Calculus, and Interview Prep
A comprehensive course equipping data science students with the quantitative finance knowledge, Python skills, and interview preparation needed to excel in the financial industry.
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Python Fundamentals for Quantitative Finance
Unit 1: Introduction to Python for Finance
Unit 2: NumPy for Numerical Computing
Unit 3: Pandas for Data Analysis
Unit 4: SciPy for Scientific Computing
Unit 5: Working with Financial Data Sources
Calculus and Stochastic Calculus for Finance
Unit 1: Calculus Review
Unit 2: Brownian Motion
Unit 3: Ito's Lemma
Unit 4: Asset Price Dynamics
Option Pricing and Risk Management
Unit 1: Option Pricing Models: Black-Scholes
Unit 2: Option Pricing Models: Binomial Trees
Unit 3: Hedging Strategies
Unit 4: Value at Risk (VaR)
Unit 5: Expected Shortfall (ES)
Time Series Analysis and Machine Learning in Finance