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Malvika Nandakumar's Projects

bikesharing_nyc icon bikesharing_nyc

The purpose of this analysis is to create a proposal that supports investors to support a bike-sharing program in Des Moines, Iowa. From the given dataset, we were able to create visualizations to see average biking durations trends and the relationships between gender and popular biking times.

bk-covid19 icon bk-covid19

Exploratory and predictive analysis over Covid-19 cases.

credit_risk_analysis icon credit_risk_analysis

To evaluate the performance of supervised machine learning models to make a written recommendation on whether they should be used to predict credit risk.

cryptocurrencies icon cryptocurrencies

Using our dataset to look for any groupings, trends, or other information that could help us pitch cryptocurrencies to a firm with the help of unsupervised machine learning

election_analysis icon election_analysis

An in-depth election result analysis conducted with the help of Python in VS Studio.

mechacar_statistical_analysis icon mechacar_statistical_analysis

Performed multiple linear regression analysis to identify which variables in the dataset predict the mpg of MechaCar prototypes and collected summary statistics on the pounds per square inch (PSI) of the suspension coils from the manufacturing lots. Ran t-tests to determine if the manufacturing lots are statistically different from the mean population and designed a statistical study to compare vehicle performance of the MechaCar vehicles against vehicles from other manufacturers with a summary interpretation for each analysis.

movies-etl icon movies-etl

Create an automated pipeline that takes in new data, performs the appropriate transformations, and loads the data into existing tables using the ETL process by adding the data to a PostgreSQL database.

neural_network_charity_analysis icon neural_network_charity_analysis

Using deep machine learning - neural networks to assist a large charitable organization to predict which organization to donate to with high a successful outcome. Different neural network models were tested for its optimization with a goal to achieve an accuracy prediction over 75%.

pewlett-hackard-analysis icon pewlett-hackard-analysis

A database was created using SQL to help determine the number of retiring employees in the company and to find the employees who are eligible for the mentorship program in the company

pybear_analysis icon pybear_analysis

A data visualization project using Matplotlib library to help a ridesharing cab company improve its access to it's services and determine affordability in certain neighborhoods.

surfs_up_analysis icon surfs_up_analysis

The aim of this analysis is to view the temperatures on Oahu during the months of June and December to help determine whether business in surfing and ice cream shops are sustainable year-round, by creating a query that captures the temperatures specifically for the months of June and December.

world_weather_analysis icon world_weather_analysis

Collect and retrieve weather data using API and store and analyze it in a Data Frame using PANDAs and plot the data using Matplotlib and Google Maps.

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