Deep Learning & Machine Learning Projects
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Speech-to-Code Generation |
Speech Recognition, Natural Language Processing, Deep Learning |
Worked on the development of ’MATLAB Assistant’ which converts your speech in natural language into
basic MATLAB program commands integrated with code editor |
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Visual Question Answering |
Deep Learning, Computer Vision, Natural Language Processing |
Developed multiple deep learning based models for the construction of a Visual question answering
system for VQA Challenge of 2020. |
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Training Triplet Networks with GAN |
Deep learning |
Implementing triplet networks with GAN inspired from semi-supervised GAN over MNIST data improving the
ability of Generator to produce more realistic fake images by a substantial amount over vanilla GAN.
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Disentangling Factors of Variation in Images with Cycle-Consistent VAE |
Deep Learning, Computer Vision |
Implementation of Cycle Consistent VAE for improved learning of latent factors of variation in Images
(further used over better image generation through StyleGAN) |
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Emotional State Classification from Tweets |
Deep Learning, Natural Language Processing |
Classification of Emotion from tweets using LSTM + Attention DL models scroing a high score for a
Kaggle Contest. |
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Textual Analysis of Customer Reviews on Twitter |
Deep Learning, Machine Learning, Data Mining, Natural Language Processing |
Worked on development of multiple sentiment analysis models (DL/ML/NLP) on scrapped Customer Review
based Tweets from Twitter pages of various companies |
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Data Science and Analytics Projects
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India's GDP misestimation: An analysis of the role of agriculture and service sectors |
Econometrics, Regression Analysis, Statistics |
Analysis of GDP time series data across nations as well as India to find out theortical flaws in
estimation of GDP of India in 2019 - primarily through non-inclusion of agriculture and service sector
markers. |
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Twitter Feed Analytics and Forecasting for Indian General Elections of 2019 |
Data Analytics, Twitter Data Analysis, Statistics |
Analysing popularity trends across nation as well as states to understand the popular sentiment, moods
and political preferences to a major chunk of election tweets from Indian LokSabha Elections of 2019
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Visualization of Employment and Illiteracy Rates amongst major religious groups in India |
Data Visualization, Data Analytics |
Analysing and interactively visualizating the inequality prevailing in terms of employment and
education amongst major religious groups in India across various dimensions from the government's
official census data. |
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Theoretical Algorithms and Systems Implementation Projects
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Simulation of a custom computer network system using ns3 and evaluation & analysis of its performance
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Computer Network Simulation, Network Analysis |
Designing and implementation of a computer network model using C++ & ns3 and then analysing the
working of the system and its performance metrics such as packet drops, propagation delays etc - firmly
building upon the theoretical concepts of Networking. |
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Implementation of Go Back N Protocol for a socket based network connection |
Computer Network, Network Analysis |
Implemented the network protocol - Go Back N - a robust,stable optimal and responsive to network
traffic method of network packets exchange between connections. |
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Implementation of a concurrency handling system for Database system transactions |
Database management, Concurrency control design |
Implemented a stable and robust concurrency control system for handling database transactions
complying the ACID Properties of Database management. |
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