- St. Olaf Libraries
- Research Guides
- Working with Data Science
- Analysis, Stats, and Machine Learning
Working with Data Science
LibKey Nomad
Librarian
Per the Puffin
they/them
Contact:
302 Rolvaag Memorial Library
1510 St. Olaf Avenue
St. Olaf College
Northfield, MN 55057
1510 St. Olaf Avenue
St. Olaf College
Northfield, MN 55057
Statistics and Analysis
Data Visualization and Statistical Literacy for Open and Big Data
Call Number: QA76.9.I52 D385 2017
Handbook of Statistical Analysis and Data Mining Applications
Available Online
Machine learning: the basics
Available Online
Frontiers in Massive Data Analysis
Available Online
Machine Learning
- How This Guy Uses A.I. to Create Art | Obsessed | WIREDMachine learning and visualizing data
What is machine learning?
"Machine learning is a branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy." (IBM)
- Machine Learning With Python Full Course In 9 Hours | Machine Learning Tutorial | Simplilearn"In this video on Machine Learning with Python full course, you will understand the basics of machine learning, essential applications of machine learning, machine learning concepts and understand why mathematics, statistics, and linear algebra are crucial. We'll also learn about regularization, dimensionality reduction, PCA..." --Description from YouTube, Simplilearn
Web and Digital Resources
- Code AcademyLearning to code, career information, and community resources
- Jupyter Notebook for Data Science"Understand how to effectively utilize Jupyter Notebook for interactive data analysis in PythonGet hands-on experience of using popular data science libraries, such as Pandas and matplotlib, to work with real focus is placed on addressing typical challenges, such as web scraping, dealing with data that isn't perfectly structured, and missing data." --Description provided by Alexander Street. Log into your St. Olaf account in order to access the content.
- KaggleKaggle offers a no-setup, customizable, Jupyter Notebooks environment. Access GPUs at no cost to you and a huge repository of community published data & code.
- Stack OverflowStack Overflow is a platform that provides troubleshooting and assistance with coding questions, asynchronous knowledge management, and career information.