A Quantile based historical Stock Analysis

Please note that the below article should not be used solely for making investment decisions as the real purpose of this artefact is only to demonstrate how data analytics can prove to be extremely powerful in making historical stock price analysis. Readers are advised to exercise caution by doing the required fundamental and technical analysis…

Guide To Qlib: Microsoft’s AI Investment Platform

Microsoft Qlib is an AI-oriented quantitative investment platform containing auto ML workflow for quant investment.

Intel To Purchase SigOpt, An AI Software Optimisation Platform

Intel has announced that the company is planning to acquire a San Francisco-based software optimisation startup — SigOpt.

Pioneer Challenge: Overview

The Terminal hasn't changed much since the 1980s. Every other aspect of your workflow is radically different. Especially in the last decade, we’ve seen companies transform industries with the advent of collaborative software: Figma (collaborative design), Github (collaborate code), G Suite (collaborative Word and Excel) and more.

Forecasting Real Estate Value with Time Series Modeling

Well in this post, I will be going over how to model, predict and forecast real estate value over time, using time series machine learning methods and getting a little technical.

Why Altair Acquired Analytics Firm Ellexus

Altair has stated that it acquired Ellexus– an input/output (I/O) profiling firm, which helps companies understand the way they access data for various applications. The acquisition of Ellexus is said to provide Altair with more storage functionality for high-performing computer solutions across industries. “Altair proceeds to extend its reach and capacities for HPC environments to…

Developing a Data-Driven Approach in Stock Market Investment

Data driven means that your decision are driven by data and not by emotions. This approach can be very useful in stock market investment. Here is a summary of a data driven approach which I have been taking recently

Better Portfolio Performance with Factor Model Monte Carlo In R

Factor models and simulation can be used to improve portfolio risk and performance measurement when the history of returns is short.

This Virtual Machine is saving my time

Deploy your Python Script in a Linux Virtual Machine on top of Google Cloud Platform to keep in touch with your investments. Have you ever struggled when running your Python Scripts locally? Very general, isn’t it? Let me enumerate some struggling examples below:

Identify Your Investment Risk Profile, Develop a Winning Strategy

If you learned how to save money successfully, sooner or later, many of us will be faced the question: “How can we invest our hard-earned money profitably — assets like shares, stocks, bonds, funds, certificates or gold?” Obviously, you don’t want to make bad decisions that can lead you to money loss, and not the capital win.

Important financial moves to make in your 20s

Important financial moves to make in your 20s When your younger it's important to make the right steps to setup yourself financially. The later you go on in ...

How is Finance and Investment Changing?

Due to several factors, the financial and investment landscape is currently undergoing a significant shift. Chief among them is the economic crisis resulting from the COVID-19 pandemic that subsequently forced nations to lock down their economies.

Calculating Weighted Average Cost of Capital (WACC) with Python

In this post we are going to learn how to build a model to calculate a firm weighted average cost of capital (WACC) with Python. We will…

When Should I Buy Bitcoin? —A Simple Way to Mitigate Price Volatility

When Should I Buy Bitcoin? —A Simple Way to Mitigate Price Volatility. Data Analysis on How Dollar-Cost Averaging Performed in Hindsight.


Angel Broking is driving AI and ML initiatives for across-the-board processes including its rule-based investment engine- ARQ- for stock recommendations and KYC purposes. Established in 1987, Angel Broking is one of the largest full-service retail brokers in India. The company offers a wide range of investment and trading services including stock and commodity broking, investment…

How to Build an Investing Model with Python

During this post, we are going to build an investment model to find out attractive stocks based on financial ratios using Python. We will screen all technology related stocks in the Nasdaq exchange. Then, we will get the main financial ratios for each stock. Finally, based on a custom ranking criteria, we will build a model to find the most attractive stocks. Building a model based on financial ratios with Python