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abhijit57

audio_to_text

data-engineering

This repository contains all the real-time data engineering projects.

economic-data-analysis

This project shows the data analysis of economic data using Fred API (Federal Reserve Economic Data) by cleaning the data, fetching data from the API, exploring and analyzing.

end2end_machinelearning

This repository contains end to end machine learning projects.

intent-classification-and-sequence-labelling

Intent classification is the automatic categorization of text data based on customer goals. It is known to be a complex problem in NLP. Sequence Labelling aims to classify each token (word) in a class space C. This project addresses these two problem statements by covering the basic concepts of NLP to advanced ones. For instance, linguistics analysis of a certain corpus, static word embeddings, contextual word embeddings. machine learning, deep learning, transformers and BIO tagging. This project was developed as part of the major project in our NLP coursework for the Data Science Master's degree. All of the work starting from problem statement formulation to project proposal, data collection, preparation. analysis, modelling, feature engineering, presentation, research paper creation were done by two members in the group: myself and Abhisek Panigrahi (https://github.com/Abhisekgit1994).

juniper-networks-ai-challenge

machinelearning_from_scratch

microbes-classification

Hackathon conducted by Dphi: https://dphi.tech/challenges/207/overview/about

ml_cicd

Exploring CICD for ML

news_category_classification

News Category Classification: BERTForSequenceClassification Distributed Fine-Tuning process using HuggingFace Trainer.

nft-price-prediction

Forecasting Prices of NFTs

patient-survival-detection

A hospital in the province of Greenland has been trying to improve its care conditions by looking at historic survival of the patients. They tried looking at their data but could not identify the main factors leading to high survivals.

perceptron

Implementation of perceptron from scratch using python

sentiment-analysis

Perception of people towards WFH during COVID-19

tableau

Tableau Dashboards and Datasets from the Tableau Certification-Udemy

weather-data-analysis_etl

welding-defect-classification

Some industries employ robotic welding machines to get the required job done automatically. There are chances of defects in the welding done by these machines. In this project, we developed an image classification model which efficiently identifies whether the welding done by the robotic machines are good or defective.