References and Supplementary Materials

Early Data Science

• Orbits and Kepler’s Laws

• Mars Orbits workshop

• Python Three Body Orbits

• Johannes Kepler and Tycho de Brahe

18th - 19th Century

• I. G. Hughes and T. P. A. Hase, Measurements and their Uncertainties, Oxford University Press, Oxford (2010), pp. 39

• Analyzing speed of light measurements [online]

• Speed of light [online]

• Master Michelson’s measurement [online]

• Speed of Light from Direct Frequency and Wavelength Measurements of the Methane-Stabilized Laser [online]

• A Gentle Introduction to the Bootstrap Method [online]

• Michelson’s Velocity of Light Data [online]

• R. J. MacKay and R. W. Oldford, *Scientific Method, Statistical Method and the Speed of Light*, Statistical Science, 2000, 15:3, pp. 254–278

• S. Prokhovnik and W. Morris, *A review of speed of light measurements since 1676*, CEN Tech. J. 1993, 7:2, pp. 181–183

20th - 21th Century

• Discovery of Pulsars

• Jocelyn Bell Burnell

• HuggingFace Timeseries Anomaly Detection

• Numenta Anomaly Benchmark

• HuggingFace Top Tagging Dataset

• Pandas library

• FastAI

• Receiver Operating Characteristic Curve

• Deep Learning for Particle Physicists

• Kryukov, A. P., and A. P. Demichev. “Architecture of Distributed Data Storage for Astroparticle Physics.” Lobachevskii Journal of Mathematics, vol. 39, no. 9, 2018, pp. 1199–206, https://doi.org/10.1134/S1995080218090123.

Data Science

• The Unreasonable Effectiveness of Recurrent Neural Networks

• Deep learning

• Practical Deep Learning for Coders

Data Science and Physics

• Machine Learning in High Energy Physics Community White Paper

• Lift & Learn: Physics-informed machine learning for large-scale nonlinear dynamical systems

• Data Science at the LHC Workshop

• Timeline of Computer History (storage)