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Karthik Ram's Projects

algorithmic-trading-backtesting-portfolio-of-stocks-python icon algorithmic-trading-backtesting-portfolio-of-stocks-python

This article describes how to test your algorithmic trading strategy on a portfolio of stocks. A portfolio reduces risk as opposed to just applying a strategy to a single stock. Optimizing the portfolio can result in higher returns and reduce overall risk (Increases Sharpe Ratio).

codinginterviews icon codinginterviews

This repository contains coding interviews that I have encountered in company interviews

credit-card-lead-prediction icon credit-card-lead-prediction

This repository showcases use of supervised machine learning approaches in identifying customers that could show higher intent towards a recommended credit card. Banks deploy such models to identify / classify and send targeted adds to potential customers and communicate through various means such as telecasting, e-mails, recommendations on net banking, mobile banking, etc.

dexter icon dexter

GPT based Personalized AI assistant

diversified-stock-portfolio-using-clustering-analysis icon diversified-stock-portfolio-using-clustering-analysis

This repository demonstrates application of unsupervised learning in the financial markets. K-Means clustering is employed to create a diversified portfolio of stocks and the resulting portfolio is backtesting against the S&P500 Index

fintech-constructing-a-alpha-model icon fintech-constructing-a-alpha-model

This repository contains the code base for analyzing a portfolio of assets and creating a alpha model on historical finance data. Factors are constructed from OHLCV daily trading data, fundamental data and sentiments from twitter / news headlines. The alpha is then backtested to analyze its predictive power.

handle-vrep-python icon handle-vrep-python

VREP simulation of Handle (A simplified version of Boston Dynamics Robot HANDLE)

kalman-filter-example icon kalman-filter-example

Uses Madgwick AHRS and Kalman Filter to fuse IMU and GPS data for trajectory Estimation from data collected from a rover. GPSIMUSensorFusion1.py (main script)

mern-boilerplate icon mern-boilerplate

Contains boilerplate setup for frontend, backend, and cloud database and basic user auth

multiple-linear-regression-for-predicting-car-prices icon multiple-linear-regression-for-predicting-car-prices

The aim of this project is to develop a multi linear regression model for predicting car prices with the available independent variables. This will allow the management to understand how the prices will vary with the independent variables and allow them to manipulate the design of the cars and business strategy to meet certain price levels.

multiple-linear-regression-using-gradient-descent-on-seoul-bike-share-demand-data-set icon multiple-linear-regression-using-gradient-descent-on-seoul-bike-share-demand-data-set

This repository showcases multiple linear regression on the data set to predict the rented bike count. Exploratory data analysis is performed to give a deeper look into the data set. Gradient descent algorithm with the batch update is implemented to study the effects of the hyper parameters such as learning rate and threshold on the residuals, R - squared value, and nature of convergence on the test and training sets.

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