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Vishal Kumar's Projects

ann icon ann

ANN on Churns modelling

jobportal icon jobportal

Simple React application to view data from API

knn icon knn

K nearest neighbours

loanlending-prediction icon loanlending-prediction

In this repository I have predictions on the data from a loan lending site. This is a real world data analysis. I have done a simple classification of data using Random Forest and Decision tree.

movie-recommendation-system icon movie-recommendation-system

In this notebook, I have created an example how the movies are recommended to a user based on contents. I have used data from the popular MovieLens website.

pca-using-python icon pca-using-python

In this python notebook, I have used PCA on the dataset with very large dimension to reduce its feature using Principal component analysis(PCA)

pyspark_als_movielens- icon pyspark_als_movielens-

In this repository, I have two notebooks. First is implementing ALS on PySpark dataframes. Second is implementing ALS on PySpark RDD.

real-time-bus-tracking icon real-time-bus-tracking

Problem: One of the famous data scientist Travis travelled to Chicago and took Clark Street #22 bus up to his office. Unfortunately, He lefts his suitcase on the bus. So, my task was to get that suitcase back. Solution: Looking forward to this problem, I decided to track the bus that Travis took from the Clark Street. So, I hacked transit data from the website of Chicago Transit Authority(CTA) and tried to monitor the bus using its real-time GPS tracking. I gathered the data from the website and parse the XML data using python and find the suspect buses by getting the ID of the bus and monitor there latitude and longitude till they reach back to Travis office.

spam-ham-filter-using-nlp icon spam-ham-filter-using-nlp

In this notebook, I have created a SPAM and HAM filter predictions on the dataset Spam ham collection from UCI repository

svc-on-cancer-data icon svc-on-cancer-data

SVC model predictions on cancer dataset of sklearn and also used GridSearchCV to find the best parameters for the SVC model

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