This project was completed as part of Metis data science bootcamp program in March 2021. The blog post walks through how I incorporated web scraping, NLP, and recommender systems in Python to create an educational web app for beginners in stocks investing.

Motivation

When you are just getting into a new field, it is normal that you seek education on that subject. For example, if you want to learn data science, you take a bootcamp like Metis and practice coding on Leetcode. You want to get up to speed on home improvement skills — you watch DIY videos. …


Decrypting Quarterly Earnings Calls with NLP

This project was completed as part of Metis data science bootcamp program in February 2021. The blog post walks through how I used Natural Language Processing (NLP) tools in Python to derive interesting observations about the changes in Microsoft’s philosophy and strategy under CEO Satya Nadella, and how he was able to lead a successful turnaround at the company.

Motivation

Performing due diligence on CEO is a key component of investment research

I’m a firm believer that a qualitative analysis of a company is as important or in some cases, more important than a quantitative analysis when it comes to investing. …

Mike Choi

Data scientist looking to create value with a growth mindset. As Warren Buffet once said, “growth is always a component of the calculation of value.”

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