Published in CodeX·Mar 11How to trade Stock Options using Data Science and AI techniques — Making Passive Income Part 1 (Open Interest)Introduction Hello everyone , I wish everyone is having a great year so far and hopefully financially on track for financial freedom. So basically this is a continuation of my previous article , Titled : How have I managed to generate $1,000 every week in passive income in 2023. This…Passive Income8 min readPassive Income8 min read

Feb 19How have I managed to generate $1,000 every week in passive income in 2023Introduction For as long as I remember , I always wanted to have some sort of side hustle , aside from my job . However , I had no direction on what to do I have tried numerous approaches to capitalize on many ideas that I thought might work, but…Data Science7 min readData Science7 min read

Published in CodeX·Feb 14Exploring the Importance of Hypothesis Testing in Data Science & Finance through simple examples in PythonIntroduction In this article, I will discuss and provide examples in python of different types of hypothesis tests and highlight their significance in the fields of data science and artificial intelligence. Hypothesis testing is an essential tool in data science as it provides a systematic and objective way to test…Data Science8 min readData Science8 min read

Published in CodeX·Jan 12What da heck is ChatGPTIntroduction ChatGPT is taking the world by storm. I really thought it was just another dialogue language optimizer limited by a pre-defined corpus for its data, but then I started using it, and those results were stunning. Simply you can ask this beautiful AI any question comes in mind and…Data Science4 min readData Science4 min read

Published in CodeX·Dec 7, 2022Understanding Blockchain, Cryptocurrency decentralized consensus mechanism & mining mechanism the easy way.Table of Contents 1. Introduction 2. Proof of work 3. Hash algorithms 4. Proof of work in bitcoin 5. Steps of Proof of work in bitcoin 6. What will happen afterwards once new blocks are created and added to the bitcoin blockchain? 7. Environmental, Social, and Governance (ESG) debate on…Bloackchain12 min readBloackchain12 min read

Published in CodeX·Dec 1, 2022Measuring Portfolio risk using Monte Carlo simulation in python — Part 2Introduction Let’s do a quick recap of our previous discussion on implementing the Monte Carlo simulation model for a portfolio. We talked about the definition of Monte Carlo and why is it an important process to consider in many different industries, such as Finance, Retail, investment, etc. We also explained…Risk Management6 min readRisk Management6 min read

Published in CodeX·Nov 13, 2022Measuring Portfolio risk using Monte Carlo simulation in python — Part 1Introduction One of my strengths as a data scientist is that I always use the simplest methods and techniques to explain complicated and yet intensive data and Artificial intelligence related concepts. Hence , I will try my best to explain the concept of Monte Carlo simulation and why is it…Monte Carlo9 min readMonte Carlo9 min read

Published in CodeX·Apr 13, 2021Stock Prediction using Regression Algorithm in PythonAn end-to-end explanation on using ML algorithms to predict stock prices — For this exercise, I will use the Yfinance library for scrapping information right away from Yahoo Finance website, Yahoo Finance is a great website that gives a quick glimpse of listed equities, funds, and investment data for the company you are looking for. …Regression Analysis12 min readRegression Analysis12 min read

Published in CodeX·Mar 20, 2021Diabetes prediction system with KNN algorithmFirst I would like to approach this mini project as if I have a problem to solve, the project will be solved with adopting K-nearest neighbour (KNN) predictive model , so obviously it is a classification model challenge. In this case I’ve chosen a dataset related to healthcare which is…Knn Algorithm7 min readKnn Algorithm7 min read