Deepak Karkala
2+ years experience in Machine Learning and Data Analytics (Python, SQL, Tensorflow, Scikit-Learn, Spark, Docker, FLASK, AWS). Masters degree from EPFL Switzerland with focus on Machine learning and Data Science. Currently looking for full time, contract or freelancing based position as Machine Learning Engineer, Data Scientist, Data-Visualisation Engineer or similar roles
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Machine Learning, Data Science Projects

Predictive Price Modeling for Airbnb listings

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.

Alternate Search Rankings for Airbnb, A/B Testing

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.

Object and Relationship detection for Scene understanding using Deep Learning

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.

Recommender system using Matrix Factorization

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.

Data Visualisation, Storytelling Projects

Machine Learning, AI Explainers

Data Journalism Projects

Coronavirus in India: Maps, Daily Tracker, Tracing the outbreak, State and District wise analysis, India vs Other countries and more

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.

About me

After graduating in Electronics and Communication Engineering, I worked as a Junior Research Fellow at IISc, Bangalore and worked on developing efficient algorithms for image reconstruction in Diffuse Optical Tomography. I then joined a semiconductor startup in Bangalore, where I worked on signal processing algorithms for wireless communication (WCDMA, LTE). In 2018, I completed Masters from EPFL Switzerland with a focus on Machine Learning and Data Science. For my thesis project, I worked on data analytics and anomaly detection in IoT sensor data. I then worked remotely as a Data Engineer for eSMART Technologies, a Swiss company in home automation and building management. Currently looking for full time, contract or freelancing based position as Machine Learning Engineer, Data Scientist, Data-Visualisation Engineer or similar roles.

About me

Contact me

You can send me an email at dkarkala01@gmail.com

You can also contact me on twitter at @deepak_karkala

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