DataCamp Projects

My notebooks to Datacamp projects.

Python

Project	Description
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.
A New Era of Data Analysis in Baseball	Use MLB's Statcast data to compare New York Yankees sluggers Aaron Judge and Giancarlo Stanton.
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?
ASL Recognition with Deep Learning	Build a convolutional neural network to classify images of letters from American Sign Language.
Analyze Your Runkeeper Fitness Data	Import, clean, and analyze seven years worth of training data tracked on the Runkeeper app.
Bad passwords and the NIST guidelines	Check what passwords fail to conform to the National Institute of Standards and Technology password guidelines
Book Recommendations from Charles Darwin	Build a book recommendation system using NLP and the text of books like "On the Origin of Species."
Classify Song Genres from Audio Data	Rock or rap? Apply machine learning methods in Python to classify songs into genres.
Comparing Cosmetics by Ingredients	Process ingredient lists for cosmetics on Sephora then visualize similarity using t-SNE and Bokeh.
Comparing Search Interest with Google Trends	Analyze web browser market share between 2004-2020 using Google Trends and time series manipulation.
Disney Movies and Box Office Success	Explore Disney movie data, then build a linear regression model to predict box office success.
Do Left-handed People Really Die Young?	Use pandas and Bayesian statistics to see if left-handed people actually die earlier than righties.
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.
Exploring the evolution of Linux	Find out about the development of the Linux operating system by exploring its Git repository history.
Exploring the NYC Airbnb Market	Apply data importing and cleaning skills to extract insights about the New York City Airbnb market.
Find Movie Similarity from Plot Summaries	Use NLP and clustering on movie plot summaries from IMDb and Wikipedia to quantify movie similarity.
Generating Keywords for Google AdWords	Automatically generate keywords for a search engine marketing campaign using Python.
Give Life: Predict Blood Donations	Build a binary classifier to predict if a blood donor is likely to donate again.
Investigating Netflix Movies and Guest Stars in The Office	Dig into a real-world Netflix movie dataset using everything from lists and loops to pandas and matplotlib.
Mobile Games A/B Testing with Cookie Cats	Analyze an A/B test from the popular mobile puzzle game, Cookie Cats.
Name Game: Gender Prediction using Sound	Analyze the gender distribution of children's book writers and use sound to match names to gender.
Naïve Bees: Deep Learning with Images	Build a deep learning model that can automatically detect honey bees and bumble bees in images.
Naïve Bees: Image Loading and Processing	Load, transform, and understand images of honey bees and bumble bees in Python.
Naïve Bees: Predict Species from Images	Build a model that can automatically detect honey bees and bumble bees in images.
Predict Stock Trends from News Headlines	Scrape news headlines for FB and TSLA then apply sentiment analysis to generate investment insight.
Predicting Credit Card Approvals	Build a machine learning model to predict if a credit card application will get approved.
Predicting Movie Rental Durations	Build a regression model for a DVD rental firm to predict rental duration. Evaluate models to recommend the best one.
Predictive Modeling for Agriculture	Dive into agriculture using supervised machine learning and feature selection to aid farmers in crop cultivation and solve real-world problems.
Real-time Insights from Social Media Data	Learn to analyze Twitter data and do a deep dive into a hot trend.
Recreating John Snow's Ghost Map	Recreate John Snow's famous map of the 1854 cholera outbreak in London.
Reducing Traffic Mortality in the USA	How can we find a good strategy for reducing traffic-related deaths?
Risk and Returns: The Sharpe Ratio	Use pandas to calculate and compare profitability and risk of different investments using the Sharpe Ratio.
Streamlining Employee Data	Use DataFrames to read and merge employee data from different sources.
The Android App Market on Google Play	Load, clean, and visualize scraped Google Play Store data to understand the Android app market.
The GitHub History of the Scala Language?	Find the true Scala experts by exploring its development history in Git and GitHub.
The Hottest Topics in Machine Learning	Use Natural Language Processing on NIPS papers to uncover the trendiest topics in machine learning research.
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.
TV Ratings, Guest Stars, and The Office	Use data manipulation and visualization to explore the hit sitcom The Office!
Up and Down With the Kardashians	Plot Google Trends data to find the most famous Kardashian/Jenner sister. Is it Kim? Kendall? Kylie?
Which Debts Are Worth the Bank's Effort?	Play bank data scientist and use regression discontinuity to see which debts are worth collecting.
Who Is Drunk and When in Ames, Iowa?	Flex your pandas muscles on breath alcohol test data from Ames, Iowa, USA.
Who's Tweeting? Trump or Trudeau?	Build a machine learning classifier that knows whether President Trump or Prime Minister Trudeau is tweeting!
Word Frequency in Moby Dick	Use web scraping and NLP to find the most frequent words in Herman Melville's novel, Moby Dick.
Word Frequency in Peter Pan	Use web scraping and NLP to find the most frequent words in Peter Pan by J. M. Barrie.
Writing Functions for Product Analysis	Use coding best practices and functions to improve a script!

R

Project	Description
Drunken Datetimes in Ames, Iowa	Apply your skills from "Working with Dates and Times in R" to breathalyzer data from Ames, Iowa.
Dr. Semmelweis and the discovery of Handwashing	Reanalyse the data behind one of the most important discoveries of modern medicine: Handwashing.
Introduction to DataCamp Projects	If you have never done a DataCamp project, this is the place to start!

SQL

Project	Description
Analyze International Debt Statistics	Write SQL queries to answer interesting questions about international debt using data from The World Bank.
Analyzing American Baby Name Trends	Use categorization and ranking techniques to explore 101 years of American baby name tastes.
Analyzing NYC Public School Test Result Scores	Use summary statistics and filters to analyze test scores across New York City's public schools!
Clustering Bustabit Gambling Behavior	Use cluster analysis to glean insights into cryptocurrency gambling behavior.
Introduction to DataCamp Projects	If you've never done a DataCamp project, this is the place to start!
Optimizing Online Sports Retail Revenue	Analyze product data for an online sports retail company to optimize revenue.
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.
What and Where Are the World's Oldest Businesses?	Use SQL data manipulation and joins to discover the oldest businesses around the world.
When Was the Golden Age of Video Games?	Use joins and set theory to discover the best years for video games!