August 2020
The project aimed at using image segmentation for products on e-commerce websites. It involved creating dataset by scraping product images, using transfer learning to fine-tune the deep learning model to perform segmentation of products from images.
September 2020
The project aimed at predicting the price of an Airbnb listing given a number of features. The project involved exploratory data analysis, data pre-processing, feature selection, Model Fitting, Model Comparison and deploying the containerised Webapp on AWS.
March 2018
Predictive maintenance algorithm to detect abnormalities in heating energy consumption in buildings using data captured by IoT sensors.
September 2020
The project involved coming up with alternate search rankings based on neighbourhood vibe, aesthetic quality of listings photos and using A/B testing for comparing different search rankings.
July 2017
The project aimed to interpret the scene using deep learning algorithms. It involved detecting and localising the objects, determining the relations between objects in the image by training Convolutional Neural Networks using the PyTorch framework.
December 2016
The project aimed to predict the missing entries in the data matrix. An ensemble model was developed by combining Matrix factorisation model (ALS, CCD) with the nearest neighbor model and the results were compared with the baseline methods.
September 2018
An investigative report of Airbnb's constant battle against city governments across the world.
January 2020
How to measure rhythmic similarity of two songs ? Can we visualize the rhythm of a song ? How to determine the most and least unique songs ?
July 2019
An explanation of how the seemingly impossible superman position on the bike without pedalling can beat the rest of the competitors pedalling hard.
December 2018
A Data Analytics based approach to selecting a winning team combination and playing the perfect T20 game.
November 2019
A brief history of TESLA stock and exploring the reasons behind the company's notoriously volatile stock price.
October 2019
What a game of Prisoner's Dilemma teaches us about cooperation in human behaviour.
May 2020
A report on India's coronavirus story: how the outbreak unfolded, the current situation, state-wise analysis and an attempt to raise awareness about the need of social distancing.
February 2019
Insights into population and diversity of various religions across all the districts of India.
May 2020
An interactive exploratory tool for detailed analysis of the coronavirus situation in India. Lets user explore how well are the states flattening their curves, the top district wise hotspots, daily district wise growth rate of cases, district wise case density, testing and recovery rates of states, districts free of virus and more.
October 2018
Insights into age group, rural-urban divide, religion, states, languages, literacy, employment sectors, open defecation, income in 11 simple charts.
January 2019
Putting in perspective, some of the largest and longest animal migrations in the world.
November 2018
A grim reminder of how dire the water shortage crisis will be in the near future.
March 2019
An analysis of how the most followed celebrities use their Twitter accounts
You can send me an email at dkarkala01@gmail.com
You can also contact me on twitter at @deepak_karkala
CV