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The COVID-19 Tweets dataset hosted on Kaggle has 92,276 unique tweets related to the COVID-19 pandemic. Each tweet containes the high-frequency hashtag (#covid19) and are scrapped using Twitter API. The dataset does not contain sentiment labels corresponding to each tweet. Thus, supervised learning (ML/DL) methods cannot be used directly for training on the dataset.

Home Page: https://akshayjoshi.tech/

Python 0.42% Jupyter Notebook 99.58%
clustering covid-19 deep-learning exploratory-data-analysis sentiment-analysis transfer-learning xgboost

covid19-tweet-sentiment-analysis-and-eda's Introduction

Welcome to Akshay Joshi's Website!

About Me

I train large neural networks in the fields of Self-supervised Learning, Vision-Language Models, and Multimodal Representation Learning.

Publications

Publication Domain Contributors Status
Dense Art Style Recognition with Self-supervised Ensemble of Auto-Encoding Transformations Computer Vision, Self-Supervision Akshay Joshi, Ankit Agrawal, Sushmita Nair Link
Hybrid Machine Learning Seminar: Learning like humans with Deep Symbolic Networks Computer Vision, Deep Learning, Symbolic AI Akshay Joshi Link

Featured Projects

Projects Tech Stack Contributors
Research Portfolio Website Hugo, HTML, CSS, JS, Markdown, Python, Netlify, Cloudflare, CI/CD Akshay Joshi
Socket Programming - File Transfer Simulation with Integrity Check Python, Hashlib, Socket Programming, TCP Akshay Joshi, Jan Stieling
Covid-19 Tweets Sentiment & Exploratory Data Analysis with LSTM and Denoising Autoencoder Python, NLTK, NumPy, Scikit-learn, XGBoost, PyTorch, Docker Akshay Joshi
Event Driven Pedestrian & Vehicle Detection Python, YOLO, OpenCV, NumPy, Docker, TQDM Akshay Joshi, Puneeth Kouloorkar, Poojitha Vijayanarasimha
Open Domain Question Answering with End-to-End Memory Networks Python, Keras, NLTK, Deep Neural Networks, NumPy, Knowledge Graphs Akshay Joshi
Spoken Language Recognition and Exploratory Data Analysis Python, Scikit-learn, NumPy, MatplotLib, SciPy Akshay Joshi
Multi-stage Information Retrieval & Ranking System Python, NLTK, BeautifulSoup4, LXML, BM25, NumPy Akshay Joshi, Ankit Agrawal

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