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Data Camp Python Projects

Home Page: https://www.datacamp.com/projects/

License: MIT License

Jupyter Notebook 79.28% Python 0.02% HTML 20.71%

datacamp-projects's Introduction

DataCamp-Projects

It contains Python Projects which are available on DataCamp in project section DataCamp

A Network Analysis of Game of Thrones

Analyze the network of characters in Game of Thrones and how it changes over the course of the books

Dr. Semmelweis and the Discovery of Handwashing

Reanalyse the data behind one of the most important discoveries of modern medicine: handwashing.

Exploring 67 years of LEGO

In this project we will explore a database of every LEGO set ever built.

Exploring the Bitcoin Cryptocurrency Market

You will explore the market capitalization of Bitcoin and other cryptocurrencies.

Find Movie Similarity from Plot Summaries

Use NLP and clustering on movie plot summaries from IMDb and Wikipedia to quantify movie similarity.

Comparing Cosmetics by Ingredients

Process ingredient lists for cosmetics on Sephora then visualize similarity using t-SNE and Bokeh.

Up and Down With the Kardashians

Plot Google Trends data to find the most famous Kardashian/Jenner sister. Is it Kim? Kendall? Kylie?

The Android App Market on Google Play

Load, clean, and visualize scraped Google Play Store data to understand the Android app market.

Predict Stock Trends from News Headlines

Scrape news headlines for FB and TSLA then apply sentiment analysis to generate investment insight.

Which Debts Are Worth the Bank's Effort?

Play bank data scientist and use regression discontinuity to see which debts are worth collecting.

Give Life: Predict Blood Donations

Build a binary classifier to predict if a blood donor is likely to donate again.

TV, Halftime Shows, and the Big Game

Load, clean, and explore Super Bowl data in the age of soaring ad costs and flashy halftime shows.

Naïve Bees: Deep Learning with Images

Build a deep learning model that can automatically detect honey bees and bumble bees in images.

ASL Recognition with Deep Learning

Build a convolutional neural network to classify images of letters from American Sign Language.

Reducing Traffic Mortality in the USA

How can we find a good strategy for reducing traffic-related deaths?

Do Left-handed People Really Die Young?

Use pandas and Bayesian statistics to see if left-handed people actually die earlier than righties.

The GitHub History of the Scala Language

Find the true Scala experts by exploring its development history in Git and GitHub.

A Visual History of Nobel Prize Winners

Explore a dataset from Kaggle containing a century's worth of Nobel Laureates. Who won? Who got snubbed?

Who Is Drunk and When in Ames, Iowa?

Flex your pandas muscles on breath alcohol test data from Ames, Iowa, USA.

Naïve Bees: Predict Species from Images

Build a model that can automatically detect honey bees and bumble bees in images.

Bad passwords and the NIST guidelines

Check what passwords fail to conform to the National Institute of Standards and Technology password guidelines.

Predicting Credit Card Approvals

Build a machine learning model to predict if a credit card application will get approved.

Classify Song Genres from Audio Data

Rock or rap? Apply machine learning methods in Python to classify songs into genres.

Mobile Games A/B Testing with Cookie Cats

Analyze an A/B test from the popular mobile puzzle game, Cookie Cats.

Generating Keywords for Google Ads

Automatically generate keywords for a search engine marketing campaign using Python.

Name Game: Gender Prediction using Sound

Analyze the gender distribution of children's book writers and use sound to match names to gender.

Word Frequency in Moby Dick

Use web scraping and NLP to find the most frequent words in Herman Melville's novel, Moby Dick.

The Hottest Topics in Machine Learning

Use Natural Language Processing on NIPS papers to uncover the trendiest topics in machine learning research.

A New Era of Data Analysis in Baseball

Use MLB's Statcast data to compare New York Yankees sluggers Aaron Judge and Giancarlo Stanton.

Exploring the evolution of Linux

Find out about the development of the Linux operating system by exploring its Git repository history.

Risk and Returns: The Sharpe Ratio

Use pandas to calculate and compare profitability and risk of different investments using the Sharpe Ratio.

Naïve Bees: Image Loading and Processing

Load, transform, and understand images of honey bees and bumble bees in Python.

Disney Movies and Box Office Success

Explore Disney movie data, then build a linear regression model to predict box office success.

Book Recommendations from Charles Darwin

Build a book recommendation system using NLP and the text of books like "On the Origin of Species.

Recreating John Snow's Ghost Map

Recreate John Snow's famous map of the 1854 cholera outbreak in London.

License

This project is licensed under the MIT License - see the LICENSE file for details

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