Resource types:
- free website
- free website, registration required
- paid website
- free book/ebook
- paid book/ebook
- Open Access Journal
Data Science: Artificial Intelligence
- AI 101 (RES.6-013, 2021) (Brandon Leshchinskiy, Massachusetts Institute of Technology)
- Artificial Intelligence (6.034, 2005) (OpenCourseWare, Massachusetts Institute of Technology)
- Crash Course Artificial Intelligence (Jabril Ashe)
- Ethics for Engineers: Artificial Intelligence (10.01, 2020) (OpenCourseWare, Massachusetts Institute of Technology)
- Foundation Models and Generative AI (6.S087, 2024) (Rickard Gabrielsson, Massachusetts Institute of Technology)
- Machine Vision (6.801) (Berthold Horn, Massachusetts Institute of Technology)
Data Science: General
- Business Analytics & Data Mining Modeling Using R, Part 2 (Gaurav Dixit, Indian Institute of Technology Roorkee)
- Data Analytics with Python (A. Ramesh, Indian Institute of Technology Roorkee)
- Intro to Data Science (Steve Brunton, University of Washington)
- Introduction to Computational Thinking and Data Science (6.0002, 2016) (OpenCourseWare, Massachusetts Institute of Technology)
- Machine Learning and AI for Data-Intensive Engineering Overview (Steve Brunton, University of Washington)
- Models, Data and Inference for Socio-Technical Systems (ESD.86) (OpenCourseWare, Massachusetts Institute of Technology)
- Singular Value Decomposition [Data-Driven Science and Engineering] (Steve Brunton, University of Washington)
- Sparsity and Compression [Data-Driven Science and Engineering] (Steve Brunton, University of Washington)
Data Science: Machine Learning
- Introduction to Deep Learning (6.S191, 2020) (OpenCourseWare, Massachusetts Institute of Technology)
- Introduction to Machine Learning (6.036, 2020) (OpenCourseWare, Massachusetts Institute of Technology)
- Physics Informed Machine Learning (Steve Brunton, University of Washington)
Engineering Economics
- Engineering Economics (University of Saskatchewan)
- Engineering Economy Module (ESD.70J) (OpenCourseWare, Massachusetts Institute of Technology)
- Engineering Risk-Benefit Analysis (ESD.72) (George Apostolakis, Massachusetts Institute of Technology)
- Engineering, Economics and Regulation of the Electric Power Sector (IDS.505J) (OpenCourseWare, Massachusetts Institute of Technology)
- Project Evaluation (1.011, 2011) (OpenCourseWare, Massachusetts Institute of Technology)
- Project Evaluation: Essays and Case Studies (RES.1-001, 2023) (Carl D. Martland, Massachusetts Institute of Technology)
- Schaum's Outline of Engineering Economics
- Transportation Systems Analysis: Demand and Economics (1.201J) (OpenCourseWare, Massachusetts Institute of Technology)
- Transportation Systems Analysis: Demand and Economics (1.201J, 2008) (OpenCourseWare, Massachusetts Institute of Technology)
Engineering Management
- Airline Schedule Planning (1.206J) (Cynthia Barnhart, Massachusetts Institute of Technology)
- Design and Manufacturing II (2.008, 2004) (OpenCourseWare, Massachusetts Institute of Technology)
- Engineering Ethics (ESD.932) (Taft Broome, Massachusetts Institute of Technology)
- Engineering Innovation and Design (ESD.051J, 2012) (OpenCourseWare, Massachusetts Institute of Technology)
- Generating Business Value from Information Technology (15.571, 2009) (Jeanne Ross, Massachusetts Institute of Technology)
- Introduction to Copyright Law (6.912) (Keith Winstein, Massachusetts Institute of Technology)
- Inventions and Patents (6.901, 2005) (Robert Rines, Massachusetts Institute of Technology)
- Management in Engineering (2.96, 2012) (OpenCourseWare, Massachusetts Institute of Technology)
- Patents, Copyrights, and the Law of Intellectual Property (15.628J, 2013) (OpenCourseWare, Massachusetts Institute of Technology)
- Transit Management (1.259J) (Nigel Wilson, Massachusetts Institute of Technology)
- Transportation Policy, Strategy, and Management (1.223J) (Joseph Coughlin, Massachusetts Institute of Technology)
Ergonomics
- Ergonomic Assessment Toolkit (American Industrial Hygiene Association)
- Human Machine Systems (Aerostudents, TUDelft)
Facilities
-
Warehouse Science
Mathematical models to optimize management of time and space in a warehouse
General
- Industrial Engineering Terminology (Institute of Industrial and Systems Engineers)
- Introduction to Industrial Engineering (Bonnie Boardman, University of Texas at Arlington)
- Online Dictionary of Industrial Engineering Terminology (Institute of Industrial and Systems Engineers)
Logistics and Supply Chain
- Logistics and Supply Chain Management (ESD.273J) (David Simchi-Levi, Massachusetts Institute of Technology)
- Logistics Systems (ESD.260J) (OpenCourseWare, Massachusetts Institute of Technology)
- Special Topics in Supply Chain Management (ESD.290) (OpenCourseWare, Massachusetts Institute of Technology)
Manufacturing Systems
- Integrating the Lean Enterprise (16.852J) (Deborah Nightingale, Massachusetts Institute of Technology)
- Introduction to Lean Six Sigma Methods (16.660J) (OpenCourseWare, Massachusetts Institute of Technology)
- Lean/Six Sigma Processes (ESD.60) (Joel Cutcher-Gershenfeld, Massachusetts Institute of Technology)
- Production and Operation Management (Rajat Agarwal, Indian Institute of Technology Roorkee)
Operations Research
- Introduction to Convex Optimization (6.079) (OpenCourseWare, Massachusetts Institute of Technology)
- Linear Programming (Shokoufeh Mirzaei, Cal Poly Pomona)
- Logistical and Transportation Planning Methods (1.203J) (OpenCourseWare, Massachusetts Institute of Technology)
- Network Optimization (15.082J) (James Orlin, Massachusetts Institute of Technology)
- Networks (14.15, 2022) (Alexander Wolitzky, Massachusetts Institute of Technology)
- Process Operations (CBE 40455) (Jeffrey Kantor, University of Notre Dame)
- Pyomo Cookbook (Jeffrey Kantor, University of Notre Dame)
- Value Engineering & Operations (Aerostudents, TUDelft)
Project Management
- Online Project Management Tutorial (Engineer4Free)
- Product Engineering Process (2.009, 2021) (David Wallace, Massachusetts Institute of Technology)
- Project Management (A. Ramesh, Indian Institute of Technology Roorkee)
- Project Management (1.040, 2009) (Fred Moavenzadeh, Massachusetts Institute of Technology)
- System Project Management (ESD.36) (OpenCourseWare, Massachusetts Institute of Technology)
Quality and Control
- Control of Manufacturing Processes (SMA 6303, 2.830J) (OpenCourseWare, Massachusetts Institute of Technology)
Simulation
- Code your first discrete-event simulation in Python (TheOpenScienceNerd)
- Discrete Event Simulation with SimPy (Stefan Scherfke, EuroPython 2014)
- Getting Started Simulating Real-World Processes in Python with SimPy (Real Python)
- Material Flow Simulation and Optimization with SimPy (Laurin Brechter)
-
salabim - discrete event simulation in Python: user and reference manual
(Ruud van der Ham)
$20 paperback, $50 hardcover -
Salabim Tutorial
(Discrete Event Simulation in Salabim)
Salabim is a Python discrete event simulation library. It is an alternative to SimPy. - Simulating Real-Life Processes in Python (NeuralNine)
- Simulation of logistic systems in Python with salabim
Systems Engineering
- Advanced System Architecture (ESD.342) (OpenCourseWare, Massachusetts Institute of Technology)
- Aircraft Systems Engineering (16.885J) (OpenCourseWare, Massachusetts Institute of Technology)
- Aircraft Systems Engineering (16.885J) (Jeffrey Hoffman, Massachusetts Institute of Technology)
- Engineering Systems Analysis for Design (ESD.71) (Richard de Neufville, Massachusetts Institute of Technology)
- Frameworks and Models in Engineering Systems / Engineering System Design (Joseph Sussman, Massachusetts Institute of Technology)
- Introduction to Engineering Systems (ESD.00) (OpenCourseWare, Massachusetts Institute of Technology)
- Network Representations of Complex Engineering Systems (ESD.342) (OpenCourseWare, Massachusetts Institute of Technology)
- Space System Architecture and Design (16.892J) (Daniel Hastings, Massachusetts Institute of Technology)
- System Architecture (ESD.34) (Edward Crawley, Massachusetts Institute of Technology)
- Systems Analysis and Project Management (University of California, Davis)
- Systems Engineering (Aerostudents, TUDelft)
- Systems Engineering (ESD.33) (OpenCourseWare, Massachusetts Institute of Technology)
- Systems Perspectives on Industrial Ecology (ESD.123J) (OpenCourseWare, Massachusetts Institute of Technology)
Python package