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Roshan Cyriac Mathew's Projects

bar-chart-tutorial icon bar-chart-tutorial

This code explains how to create and customize bar charts using matplotlib library.

deep-learning-on-amazon-product-reviews icon deep-learning-on-amazon-product-reviews

This project demonstrates how to perform sentiment analysis using deep learning on Amazon product reviews dataset. The dataset used for the project is obtained from Kaggle and consists of nearly 3000 reviews of amazon users regarding various amazon Alexa products like Alexa echo, Alexa dot etc. Exploratory data analysis is performed on the dataset to analyse various columns and the data is visualized using count plots and pie charts. The reviews are then processed using various methods which involve lowercase conversion, URL removal, punctuation removal, tokenization, stop word removal and stemming. The processed data is then separated into positive and negative reviews and are then visualized using Word clouds, as word clouds help to identify the most prominent/frequently used words. The processed data is then passed into a neural network, where the network learns from the data. The accuracy of the model is then measured by running the model on the test data.

eda-on-airbnb-dataset icon eda-on-airbnb-dataset

In this notebook, we will look at performing Exploratory Data Analysis on the Airbnb dataset available on Kaggle.

exploratory-data-analysis-on-ford-car-price-prediction-dataset icon exploratory-data-analysis-on-ford-car-price-prediction-dataset

This project demonstrates how to perform exploratory data analysis on car price prediction dataset. The dataset is available on Kaggle and consists of various attributes related to the sales price of used ford cars. We will be performing Exploratory Data Analysis to understand this data and to find out which factors affect the sales price of used Ford cars. To see the complete video explanation on this topic, check out the link in the description.

hate-speech-detection-using-machine-learning icon hate-speech-detection-using-machine-learning

This is a python project that is used to identify hate speech in tweets. The dataset used to train the model is available on Kaggle and consists of labelled tweets where 1 indicates hate speech tweets and 0 indicates non-hate speech tweets.

house-value-prediction-using-machine-learning- icon house-value-prediction-using-machine-learning-

This project is about creating a machine learning model that can predict the house value based on the given dataset. We use different machine learning algorithms such as linear regression, decision tree and random forest to train the model, and the model that gives the best performance is used to predict the house value for new data.

supervised-machine-learning-on-iris-datatset icon supervised-machine-learning-on-iris-datatset

This python project explains on how to implement a supervised machine learning algorithm on the famous iris dataset. The different classifiers used in this project includes decision tree and k-nearest neighbors. For a complete explanation of this project, check out my video on this topic.

twitter-sentiment-analysis-using-python-machine-learning-project-8 icon twitter-sentiment-analysis-using-python-machine-learning-project-8

This project walks you on how to create a twitter sentiment analysis model using python. Twitter sentiment analysis is performed to identify the sentiments of the people towards various topics. For this project, we will be analysing the sentiment of people towards Pfizer vaccines. We will be using the data available on Kaggle to create this machine learning model. The collected tweets from Twitter will be analysed using machine learning to identify the different sentiments present in the tweets. The different sentiments identified in this project include positive sentiment, negative sentiment and neutral sentiment. We will also be using different classifiers to see which classifier gives the best model accuracy.

unsupervised-machine-learning-on-iris-dataset icon unsupervised-machine-learning-on-iris-dataset

This project demonstrates how to implement k-means clustering on unsupervised data. The dataset used here is the famous iris dataset. To see a complete video explanation on this topic, check out the attached link.

wine-quality-prediction-using-machine-learning icon wine-quality-prediction-using-machine-learning

This project is about creating a machine learning algorithm that can predict the quality of wine based on the given dataset. Different machine learning algorithms such as logistic regression, decision tree and random forest are used in this project.

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