Soumayan-pal01

AI-ML-Summer-Training-Program-Submissions

All the Tasks and Assignments submissions done in the AI ML Training Program of KIIT CAAS are present here.

Airline-Passenger-Satisfaction

In this project we have performed a detailed analysis and visualization of the training dataset with different Exploratory Data Analysis techniques. Then a comaparative analysis of different Classifier models have been done to predict the passenegr satisfaction class. After performing the model comparative analysis we can conclude that the Random Forest Classifier and the Support Vector classifier have performed better. HYpertuning on both of these classifiers have been done to reduce overfitting and achieve an improved accuracy of 97.15% and 96.57% respectively.

Airlines-Catastrophes-Classification

To predict and classify the levels of Airlines Catastrophes using classification algorithms.

American-Sign-Language-ASL-Recognition

The aim of this project is to recognize what the person is trying to convey using different hand gestures. The dataset contains 29 classes which comprises of A to Z alphabets, nothing, space and delete hand gestures. Here first we will first try training a Multi Layer Perceptron model and check its accuracy to recognize the gesture labels. Then we have used the CNN approach.

Bike-Rental-Demand-Analysis

The aim of the project is to make analysis and forecast of the demand in Bike Rental Services. The dataset contains 2 years data different features that are responsible for fluctuations in the customer ride request demand for training the model. This project predicts the upcoming nature of the customer request demand.

Birthday-Card

A simple Birthday Card developed in Android Studio

Coursera-Certifications

Credit-Card-Fraud-Detection

The aim of the project is to predict fraudulent credit card transactions using machine learning models.This analysis and prediction is important for a bank as each fraud trancastion is a loss of the bank as well as customer faith. The dataset contains transactions made by credit cardholders.

Disneyland-Reviews-Analysis

The aim of this project is to analyse the reviews given by visitors from different countries of the world using NLP to understand the sentiment of the reviews and classify using Sentiment Analysis metrics like Sentiment Polarity and VADER Polarity. This processed data is then feeded to different classifier models to get trained and predict the sentiment of the test reviews.

Face-Mask-Detection-using-CNN

This project is about building a model which detects faces with mask and those without mask in real time using Caffe framework of CNN. The Caffe model takes the real time video as input to detect whether the face detected, is wearing a mask or not and put an appropriate message.

Soumayan-pal01/Bike-Rental-Demand-Analysis

The aim of the project is to make analysis and forecast of the demand in Bike Rental Services. The dataset contains 2 years data different features that are responsible for fluctuations in the customer ride request demand for training the model. This project predicts the upcoming nature of the customer request demand.

Soumayan-pal01/Credit-Card-Fraud-Detection

The aim of the project is to predict fraudulent credit card transactions using machine learning models.This analysis and prediction is important for a bank as each fraud trancastion is a loss of the bank as well as customer faith. The dataset contains transactions made by credit cardholders.

Soumayan-pal01/Disneyland-Reviews-Analysis

The aim of this project is to analyse the reviews given by visitors from different countries of the world using NLP to understand the sentiment of the reviews and classify using Sentiment Analysis metrics like Sentiment Polarity and VADER Polarity. This processed data is then feeded to different classifier models to get trained and predict the sentiment of the test reviews.

Soumayan-pal01/AI-ML-Summer-Training-Program-Submissions

All the Tasks and Assignments submissions done in the AI ML Training Program of KIIT CAAS are present here.

Soumayan-pal01/Airline-Passenger-Satisfaction

In this project we have performed a detailed analysis and visualization of the training dataset with different Exploratory Data Analysis techniques. Then a comaparative analysis of different Classifier models have been done to predict the passenegr satisfaction class. After performing the model comparative analysis we can conclude that the Random Forest Classifier and the Support Vector classifier have performed better. HYpertuning on both of these classifiers have been done to reduce overfitting and achieve an improved accuracy of 97.15% and 96.57% respectively.

Soumayan-pal01/American-Sign-Language-ASL-Recognition

The aim of this project is to recognize what the person is trying to convey using different hand gestures. The dataset contains 29 classes which comprises of A to Z alphabets, nothing, space and delete hand gestures. Here first we will first try training a Multi Layer Perceptron model and check its accuracy to recognize the gesture labels. Then we have used the CNN approach.

Soumayan-pal01/Birthday-Card

A simple Birthday Card developed in Android Studio

Soumayan-pal01/Coursera-Certifications

Soumayan-pal01/Face-Mask-Detection-using-CNN

This project is about building a model which detects faces with mask and those without mask in real time using Caffe framework of CNN. The Caffe model takes the real time video as input to detect whether the face detected, is wearing a mask or not and put an appropriate message.

Soumayan-pal01/Dice-Roller-App

An app with a Button to roll the dice which gives a randomly generated number between 0 to 6, each time its rolled.

Soumayan-pal01/e-femni

Soumayan-pal01/English-Alphabet-Classification

The aim of this project is to recognize the computerised generated images of the English apphabets. The dataset contains 26 classes which comprises of a to z alphabets, each class containing 100 images.In this project we have used a couple of Deep Learning frameworks to classify the computerized images of English alphabets.

Soumayan-pal01/Face-Mask-Detection-using-Haar-Cascades-Classifier

This project is about building a model which detects faces with mask and those without mask in real time using OpenCV. The Haar Cascades Classifier is being here to detect whether the face detected, is wearing a mask or not and put an appropriate message.

Soumayan-pal01/Fake-News-Detection

The aim of the project is to detect whether the news is Real or Fake using different text extraction NLP techniques to understand the data, use different classifiers approaches and RNN framework on this training data to train various models and use them to make detections.

Soumayan-pal01/Flight-Fare-Prediction_1

A Hypertuned Random Forest Regressor model that predicts flight fares.

Soumayan-pal01/Flight-Fare-Prediction_2

In this project we have performed a detailed analysis and visualization of the training dataset with different Exploratory Data Analysis techniques. Then a comaprative analysis of different Regressons have been done to predict the flight fare predictions.After performing the model comparative analysis we can conclude that the hypertuned Random Forest regressor model performs best with an accuracy of 84%

Soumayan-pal01/Gold-Price-Prediction

The aim of this project is to predict the price of gold

Soumayan-pal01/GoldPricePrediction

Predict gold price using Machine Learning

Soumayan-pal01/Hands-on-ML-Basic-to-Advance-

Full Machine learning Guide basic to advance

Soumayan-pal01/Machine-Learning-Projects

This repository contains mini projects in machine learning with notebook files

Soumayan-pal01/ML-ProjectKart

This repository would be a kart for all the projects based on machine learning, deep learning, computer vision, natural language processing and all. Show your support by ✨ this repository.

Soumayan-pal01/Open-contributions

This Repository is for Learning purpose, and open contributions under DevIncept program.

Soumayan-pal01/Resume-Classification

Soumayan-pal01/ShapeAI_Soumayan_Pal_PACV

Basic Python and Computer Vision 7 Days Hands on Bootcamp.

Soumayan-pal01/ShapeAI_Soumayan_Pal_PAML

Basic Python and Machine Learning - 7 Days Hands on Bootcamp.

Soumayan-pal01/Soomvaar

Soomvaar is the repo which 🏩 contains different collection of 👨‍💻🚀code in Python and 💫✨Machine 👬🏼 learning algorithms📗📕 that is made during 📃 my practice and learning of ML and Python✨💥

Soumayan-pal01/Soumayan-pal01

Soumayan-pal01/Tip-Calculator-App

An App that asks the customer how was the restaurant service and to input total bill upon which he can get the calculated tip amount, according to his choice on service quality.

Soumayan-pal01/Twitter-Sentiment-Analysis-and-Emotion-Analysis

NLP project on Twitter Sentiment Analysis and Emotion Analysis

Soumayan-pal01/Waste-Classification

A Waste Management System that can classify between Organic and Recyclable waste using a CNN classifier model