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Stock Market Analysis & Markowitz Efficient Frontier on Python | Python # 11

Let's reach 100K subscribers 👉🏻 https://l-ink.me/SubscribeBazzi 📚About In Portfolio (or mean-variance) theory, the efficient frontier is a set of points (or portfolios) in which no other point achieves higher return given a certain risk. It is a spectrum that is closely related to the Markowitz Portfolio Optimization problem. In this lecture, and in an attempt of achieving the optimal portfolio in two different ways, we show how to plot the efficient frontier on a scatter plot containing different portfolios. This lecture is outlined as follows: ⏲Outline⏲ 00:00 Highlights 00:23 Introduction 01:41 Setting Jupyter Lab 02:11 Pandas Datareader 04:42 Reading Stocks 06:04 Dataframe Concatenation 07:25 Returns 08:15 Log Returns 09:18 Sharpe Ratio 11:49 Log Asset Returns 12:14 Volatility Per Portfolio 13:02 Return vs Volatility Scatter Plot 18:34 Sharpe Ratio Maximization (1st way) 19:28 Scatter Plot: Returns vs Volatility 22:01 Optimal Weights by Markowitz Portfolio Optimization (2nd way) 28:00 Efficient Markowitz Frontier 32:30 Important Message 33:36 Outro Instructor: Dr. Ahmad Bazzi 🏗️Material Browser: https://www.google.com/chrome/ Jupyter: https://jupyter.org/ Google: https://www.google.com/ Pandas: https://pandas.pydata.org/ DataReaders: https://pandas-datareader.readthedocs... MATPLOTLIB: https://matplotlib.org/ datetime: https://docs.python.org/3/library/dat... SciPy: https://www.scipy.org/ NumPy: https://numpy.or/gj 📕 Related Lectures (Prerequisites) Pandas Tutorial:    • Pandas Python Programming in one vide...   NumPy Tutorial:    • NumPy Linear Algebra | Python # 3   Python Tutorial:    • Python Programming in one video | Pyt...   MATPLOTLIB Tutorial:    • MATPLOTLIB in one video | Python # 10   SciPy Tutorial:    • SciPy Programming | Python # 8   Stocks Programming:    • Stock Market Analysis with Pandas Pyt...   Markowitz Portfolio Optimization:    • Stock Market Analysis & Markowitz Por...   📈 Related Stocks NASDAQ: https://www.nasdaq.com/ CEVA: https://www.ceva-dsp.com/ GOOGLE: https://www.google.com/ Tesla: https://www.tesla.com/en_eu/models Zomedica: https://zomedica.com/ 🎵 Thanks freesound.org and Setuniman and all the users in this list for the following sounds I have used; https://freesound.org/people/Setunima...    / ahmadbazzi   🔴 Subscribe for more videos on Stock Market Analysis and Financial Analysis on Python. 👍 Smash that like button, in case you find this tutorial useful. 👁‍🗨 Speak up and comment, I am all ears. #PythonProgramming #Trading #Stocks