BUSINESS Q775
Optimization and Machine Learning with Big Data
Winter 2023
Topics
- optimization
- machine learning
- big data
- artificial intelligence
Readings
- Bell, J. (2020). Machine learning: hands-on for developers and technical professionals. John Wiley &Sons.
- Dean, J. (2014). Big data, data mining, and machine learning: value creation for business leaders andpractitioners. John Wiley & Sons.
- Hastie, T., Tibshirani, R., & Friedman, J. (2009). The elements of statistical learning: data mining,inference, and prediction. Springer Science & Business Media.
- Ignizio, J. P., & Cavalier, T. M. (1994). Linear programming. Prentice-Hall, Inc.
- Manoochehri, M. (2013). Data just right: introduction to large-scale data & analytics. Addison-Wesley.
- Martin, R. K. (2012). Large scale linear and integer optimization: a unified approach. SpringerScience & Business Media.
- Mohammed, M., Khan, M. B., & Bashier, E. B. M. (2016). Machine learning: algorithms andapplications. CRC Press.
- Rogers, S., & Girolami, M. (2016). A first course in machine learning. CRC Press.
- Sra, S., Nowozin, S., & Wright, S. J. (Eds.). (2012). Optimization for machine learning. MIT Press.
Sources
- Course catalogue โ2026โ2027