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Deepali Garg's Projects

-spam-classifier icon -spam-classifier

This NLP project reads a message and classifies them as Spam or Ham (Not Spam). This uses NLTK for text preprocessing and Machine learning algorithms for classifying text messages.

breast-cancer-prediction icon breast-cancer-prediction

This is an analysis of predicting cancer chances in the patients considering different parameters of the human cells.

cars-price-prediction icon cars-price-prediction

This project involves predicting the prices of the cars in order to give insights to the company to set up business in different locations.

clustering-credit-card-users icon clustering-credit-card-users

This is a use-case of clustering the customers on the basis of various attributes using Unsupervised Machine Learning Techniques.

clustering-retail-customers icon clustering-retail-customers

This application is for clustering and grouping customers based on their purchase history to give insights to the retail department.

credit-card-imbalanced-dataset icon credit-card-imbalanced-dataset

Mostly in Banking domains or credit card use cases, the data for predicting a transaction as fraudulent is extremely low due to less evidence for fraud cases resulting in an Imbalanced Dataset for ML use cases. This notebook deals with 3 techniques of handling such cases.

digit-recognizer icon digit-recognizer

This application recognizes hand-written digits from 0-9 and labels them correctly on basis of certain characteristics. This is an example of using Neural Networks and Deep Learning.

eda-incomedata icon eda-incomedata

This repository involves a detailed EDA for the Income of the people based on various factors such as Age, Location, Education, Occupation, Wages earned, Family background, etc. This will give a low-level analysis for predicting the Income of a person based on several criteria. Various types of Graphs are used in order to make the numbers informative and easily understandable. Dive in to find more!

fake-news-classifier icon fake-news-classifier

It is an NLP-based classifier for detecting Fake news and classifying each news as Fake or Real.

googlemaps icon googlemaps

An app where the user can get his current location and can search for any location in the world. Satellite view of the location is also provided with the help of Google Maps API.

karaoke-music-mania icon karaoke-music-mania

Karaoke-Music-Mania is a karaoke app which tests a player's singing abilities and also record and listen to the original song. The percentage is displayed on the pitch, voice clarity, sync, and notes. The app uses principles of FFT, DFT, byte array, comparison.

optical_character_recognition-and-web_crawler icon optical_character_recognition-and-web_crawler

An android application where the run time clicked images by users are first processed with OpenCV, then the text is extracted from it by Tesseract (OCR mechanism), the context is found by NLP and the relevant information is crawled by Beautiful Soup.

salary-prediction icon salary-prediction

This repository contains a Python notebook that helps in analyzing the Salary trends and predicting Salaries on the basis of Years of Experience.

sentiment-analysis-using-imdb-movies-reviews icon sentiment-analysis-using-imdb-movies-reviews

This is an NLP and Flask-based application which involves predicting the sentiments of the sentences as positive or negative. The classifier is trained on a huge dataset of IMDB movies reviews. The model is then hosted using Flask to be used by end-users.

spotify-eda icon spotify-eda

Spotify is an extremely popular music application. This project consumes a large dataset of songs and gives various reports and trends on those songs.

titanic-outlier-detection icon titanic-outlier-detection

This repository contains the python code for detecting outliers and capping/transforming them in a Titanic Dataset.

wine-quality-prediction- icon wine-quality-prediction-

This is a classic classification example of predicting and classifying Wine Quality on a scale of 3 to 8. The lowest scale being the poor quality and the highest scale being the best quality.

xamarin_crud_webservices icon xamarin_crud_webservices

A xamarin.forms application running on Windows and Android depicting the connection of UI with back end database using restful web services to carry out 4 basic functions: Create, Read, Update and Delete. The app is made in C# and .NET framework.

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