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Quantitative Finance & Algorithmic Trading In Python
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Quantitative Finance & Algorithmic Trading in Python Download
Stock market, Markowitz-portfolio theory, CAPM, Black-Scholes formula, value at risk, monte carlo simulations, FOREX
What you'll learn
Understand stock market fundamentals Understand the Modern Portfolio Theory Understand the CAPM Understand stochastic processes and the famous Black-Scholes mode Understand Monte-Carlo simulations Understand Value-at-Risk (VaR)
Requirements
You should have an interest in quantitative finance as well as in mathematics and programming!
Description
This course is about the fundamental basics of financial engineering. First of all you will learn about stocks, bonds and other derivatives. The main reason of this course is to get a better understanding of mathematical models concerning the finance in the main. Markowitz-model is the first step. Then Capital Asset Pricing Model (CAPM). One of the most elegant scientific discoveries in the 20th century is the Black-Scholes model: how to eliminate risk with hedging. Nowadays machine learning techniques are becoming more and more popular. So you will learn about regression, SVM and tree based approaches.
IMPORTANT: only take this course, if you are interested in statistics and mathematics !!!
Section 1:
installing Python
stock market basics
Section 2:
what are bonds
how to calculate the price of a bond
Section 3:
what is modern portfolio theory (Markowitz-model)
efficient frontier and capital allocation line
sharpe ratio
Section 4:
what is capital asset pricing model (CAPM)
beta value and market risk
Section 5:
derivatives basics
options (put and call options)
random behaviour
stochastic calculus and Ito's lemma
brownian motion
Black-Scholes model
Section 6:
what is value at risk (VaR)
Monte-Carlo simulation
Section 7:
machine learning in finance
how to forecast future stock prices
SVM, k-nearest neighbor classifier and logistic regression
Section 8:
long term investing (the Warren Buffer way)
efficient market hypothesis
Thanks for joining my course, let's get started!
Who this course is for:
Anyone who wants to learn the basics of financial engineering!
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FILE LIST
Filename
Size
Quantitative Finance & Algorithmic Trading in Python/01 Introduction/001 Introduction.mp4
2.6 MB
Quantitative Finance & Algorithmic Trading in Python/01 Introduction/002 Course Materials.html
434 B
Quantitative Finance & Algorithmic Trading in Python/01 Introduction/003 Why to use Python.mp4
6.4 MB
Quantitative Finance & Algorithmic Trading in Python/01 Introduction/004 Financial models.mp4
5.9 MB
Quantitative Finance & Algorithmic Trading in Python/01 Introduction/Must Read.txt
540 B
Quantitative Finance & Algorithmic Trading in Python/02 Stock Market Basics/005 Present value future value of money.mp4
10.6 MB
Quantitative Finance & Algorithmic Trading in Python/02 Stock Market Basics/006 Time value of money implementation.mp4
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/015 The main idea - diverzification.mp4
10.6 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/016 Mathematical formulation.mp4
9.7 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/017 Expected return of the portfolio.mp4
10.7 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/018 Expected variance risk of the portfolio.mp4
9.9 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/019 Efficient frontier.mp4
11.5 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/020 Sharpe ratio.mp4
6.5 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/021 Capital allocation line.mp4
7 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/022 Modern Portfolio Theory implementation - getting data from Yahoo.mp4
14.1 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/023 Modern Portfolio Theory implementation - weights.mp4
19.8 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/024 Modern Portfolio Theory implementation - mean and variance.mp4
10 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/025 Modern Portfolio Theory implementation - Monte-Carlo simulation.mp4
14.4 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/026 Modern Portfolio Theory implementation - optimization.mp4
26.5 MB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/027 UPDATE order of stocks.html
717 B
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/quizzes/002 Markowitz Model Quiz.html
4.6 KB
Quantitative Finance & Algorithmic Trading in Python/04 Modern Portfolio Theory Markowitz-model/ReadMe.txt
538 B
Quantitative Finance & Algorithmic Trading in Python/05 Capital Asset Pricing Model CAPM/028 Systematic and unsystematic risk.mp4
4.5 MB
Quantitative Finance & Algorithmic Trading in Python/05 Capital Asset Pricing Model CAPM/029 Capital asset pricing model formula.mp4
8.2 MB
Quantitative Finance & Algorithmic Trading in Python/05 Capital Asset Pricing Model CAPM/030 The beta value.mp4
10.3 MB
Quantitative Finance & Algorithmic Trading in Python/05 Capital Asset Pricing Model CAPM/031 Capital asset pricing model and linear regression.mp4
5.6 MB
Quantitative Finance & Algorithmic Trading in Python/05 Capital Asset Pricing Model CAPM/032 Capital asset pricing model implementation I.mp4
10.1 MB
Quantitative Finance & Algorithmic Trading in Python/05 Capital Asset Pricing Model CAPM/033 Capital asset pricing model implementation II.mp4
13.4 MB
Quantitative Finance & Algorithmic Trading in Python/05 Capital Asset Pricing Model CAPM/034 Capital asset pricing model implementation III.mp4
10.7 MB
Quantitative Finance & Algorithmic Trading in Python/05 Capital Asset Pricing Model CAPM/quizzes/003 Capital Asset Pricing Model Quiz.html
3.9 KB
Quantitative Finance & Algorithmic Trading in Python/06 Derivatives Basics/035 Introduction to derivatives.mp4
