Computational Science Resources

Lecture Notes Books Links

Python
Python is an interpreted, high-level, general-purpose programming language that lets you work quickly and integrate systems more effectively.

http://do1.dr-chuck.com/pythonlearn/EN_us/pythonlearn.pdf
Python for Everybody Exploring Data Using Python 3
Dr. Charles R. Severance

http://anh.cs.luc.edu/python/hands-on/3.1/Hands-onPythonTutorial.pdf
Hands-on Python Tutorial Release 2.0
Dr. Andrew N. Harrington

http://tdc-www.harvard.edu/Python.pdf
Introduction to Python

C++
News, Status & Discussion about Standard C++
The home of Standard C++ on the web — news, status and discussion about the C++ standard on all compilers and platforms.

http://www.lmpt.univ-tours.fr/~volkov/C++.pdf
A Complete Guide to Programming in C++
Ulla Kirch-Prinz
Peter Prinzs.

https://fac.ksu.edu.sa/sites/default/files/ObjectOrientedProgramminginC4thEdition.pdf
Object-Oriented Programming in C++, Fourth Edition
Robert Lafore

https://www.uio.no/studier/emner/matnat/fys/FYS3150/h07/undervisningsmateriale/Slides%20from%20Lectures/iv3830slides_1.pdf
Introduction to C++ (and C) Programming
Hans Petter Langtangen
Advanced Numerical Methods
https://people.bath.ac.uk/mascjb/MA50174/ma50174.pdf
ADVANCED NUMERICAL METHODS – Part 1
I.G. Graham (heavily based on original notes by C.J.Budd)

http://www.math.uni-bremen.de/~schmi/SS04/YSU_Notes.pdf
Advanced Numerical Methods and Their Applications to Industrial Problems
University of Bremen

https://jmahaffy.sdsu.edu/courses/f16/math541/beamer/intro.pdf
Numerical Analysis Lecture Notes – Introduction to Numerical Analysis
Joseph M. Mahaffy, San Diego State University

http://spartan.ac.brocku.ca/~jvrbik/MATH2P20/notes.pdf
NUMERICAL ANALYSIS I Lecture Notes
Jan Vrbik

http://www.mi.sanu.ac.rs/~gvm/Teze/Numerical%20methods%20In%20Computational%20Engineering.pdf
NUMERICAL METHODS In Computational Engineering
G.V. MILOVANOVIC, sci. advisor & D. R. DORDEVIC, lecturer

http://web.engr.uky.edu/~acfd/egr537-lctrs.pdf
LECTURES IN BASIC COMPUTATIONAL NUMERICAL ANALYSIS
J. M. McDonough University of Kentucky
High Performance computing
http://mmc.geofisica.unam.mx/acl/edp/HPC/GPUs/moduleDocument_pdf.pdf
A Beginner’s Guide to High–Performance Computing

https://open.umich.edu/sites/default/files/downloads/col11136-1.5.pdf
High Performance Computing
By: Charles Severance Kevin Dowd, Rice University, Houston, Texas

https://www.vssut.ac.in/lecture_notes/lecture1428643084.pdf
LECTURE NOTES on HIGH PERFORMANCE COMPUTING
DEPARTMENT OF CSE & IT, VSSUT, BURLA – 768018, ODISHA, INDIA

https://www.cc.gatech.edu/~echow/ipcc/hpc-course/HPC-intro.pdf
High Performance Computing
Edmond Chow, School of Computational Science and Engineering Georgia Institute of Technology
Machine Learning
https://faculty.ucmerced.edu/mcarreira-perpinan/teaching/CSE176/lecturenotes.pdf
Introduction to Machine Learning — Lecture notes
Miguel A. Carreira-Perpi˜n´an ´ EECS, University of California, Merced

https://sebastianraschka.com/pdf/lecture-notes/stat479fs18/01_ml-overview_notes.pdf
Machine Learning, Lecture Notes
Sebastian Raschka Department of Statistics University of Wisconsin–Madison

https://www.dgp.toronto.edu/~hertzman/411notes.pdf
Machine Learning and Data Mining Lecture Notes
Computer Science Department University of Toronto

https://www.cis.upenn.edu/~danroth/Teaching/CS446-17/lectures.html
https://www.cis.upenn.edu/~danroth/Teaching/CS446-17/lectures.html
CS446: Machine Learning

https://cis.gvsu.edu/~scrippsj/cs678/slides/edition2/i2ml2e-chap1-v1-0.pdf
Introduction to Machine Learning