Strategic Stock Analysis: Harnessing Python's Strengths with NumPy and Pandas
This course on Data Analysis covers various aspects of analyzing stock data using popular Python libraries. It includes topics such as building a stock buy and hold strategy, comparing trading volume of stocks, applying technical analysis, identifying stock trends using moving averages, measuring stock volatility, and calculating correlations between stock features.
The course begins with setting up the Python environment in Google Colab and loading Microsoft (MSFT) stock data from a CSV file. It then demonstrates how to calculate monthly returns using a buy and hold strategy and extends the analysis to calculate stock portfolio returns.
The course also explores loading multiple stock data into Colab and comparing the trading volume of different stocks using NumPy. It teaches methods to identify stocks with low risk and the most traded stocks using PyPlot.
Moving on, the course delves into finding stock trends using moving averages and visualizing them using PyPlot. It showcases how to visualize the highest and lowest prices reached by stocks.
Furthermore, the course covers calculating stock volatility and determining correlations between different stock features using Python. It concludes by demonstrating how to visualize stock correlations using heatmaps.
Overall, this course equips learners with practical skills to analyze stock data using Python, empowering them to make informed investment decisions and gain insights into market trends.
Your Instructor
Alexandra Kropf is Mammoth Interactive's CLO and a software developer with extensive experience in full-stack web development, app development and game development. She has helped produce courses for Mammoth Interactive since 2016, including the Coding Interview series in Java, JavaScript, C++, C#, Python and Swift.
Mammoth Interactive is a leading online course provider in everything from learning to code to becoming a YouTube star. Mammoth Interactive courses have been featured on Harvardโs edX, Business Insider and more.
Over 12 years, Mammoth Interactive has built a global student community with 4 million courses sold. Mammoth Interactive has released over 350 courses and 3,500 hours of video content.
Founder and CEO John Bura has been programming since 1997 and teaching
since 2002. John has created top-selling applications for iOS, Xbox and
more. John also runs SaaS company Devonian Apps, building
efficiency-minded software for technology workers like you.