akshayratnawat
A data scientist who brings in a unique combination of deep technical expertise, analytics experience, story telling.
Chicago, IL, USA
Pinned Repositories
Battle-of-Neighbourhoods
Understand similarities and differences between two different boroughs in Toronto and New York respectively. And find the best neighborhoods for office location for Fortune 500 companies.
Capstone
KMeans-and-Gaussian-Mixture-Classification
The project explores KMeans and Gaussian Mixture Algorithms to classify the Boston Housing Dataset into different groups based on different parameters.
Latent_Class_Analysis
Latent Class Analysis on German Credit Data Set to find the latent variables affecting the credit outcomes and behaviour
NaturalLanguageProcessingSpecialization
PCA_BostonHousingData
Using PCA to reduce the dimension of data and for factor Analysis on Boston Housing Data
PCA_ChileTourismRegion_Analysis
USe PCA and other segmentation techniques to find the focus areas for the Chilean Government to increase tourism competitiveness based on different city characteristics data.
ReachingTargetLocation_ReinforcementLearning_Webots
The objective is to teach robot to find and reach the target object in the minimum number of steps and using the shortest path and avoiding any obstacles such as humans, walls, etc usinf reinforcement learning algorithms.
Real_Time_Intelligent_System_PeopleDetection_and_Counting
This project is on building a real-time intelligent system which involves building and deploying a model to provide real-time model decisions from the real-time data stream.
ReinforcementLearning_MarkovProcess
This project involves analyzing and simulating a Markov Chain and estimating transition matrix for a Reinforcement Learning agent under different policies
akshayratnawat's Repositories
akshayratnawat/ePuck-Box-Pushing
TUM_ARL_SS16: With its proximity sensors the ePuck robot can estimate the relative position of a small box and learn to push it in a given direction using Reinforcement Learning.
akshayratnawat/LeakGAN
The codes of paper "Long Text Generation via Adversarial Training with Leaked Information" on AAAI 2018. Text generation using GAN and Hierarchical Reinforcement Learning.
akshayratnawat/Reinforcement-Learning-In-Motion
Code repository for my course on the fundamentals of reinforcement learning
akshayratnawat/reinforcement_learning_project
This repo is for a reinforcement learning project using citiBike data
akshayratnawat/self-driving-truck
Self-Driving Truck in Euro Truck Simulator 2, trained via Reinforcement Learning