Massive datasets (M2)

• M2MO
• Master II Mathématiques-Informatique (Science des Données)

Where and when ?

• Monday 9h-12h. From 2021-02-08 to 2021-03-22.
• ZOOM

References

• Foundations of data science : Avrim Blum, John Hopcroft and Ravi Kannan.
• Mining of Massive Datasets : Jure Leskovec, Anand Rajaraman , and Jeff Ullman. Cambridge University Press.
• Statistics for High-Dimensional Data: Methods, Theory and Applications. Peter Bühlmann & S van de Geer. Springer.
• An Introduction to Statistical Learning: with Applications in R Gareth James (Author), Daniela Witten (Author), Trevor Hastie (Author), Robert Tibshirani. Springer.
• Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython. Wes McKinney. O’Reilly.

Software

• Python 3, Numpy, Scipy, Pandas
• Spark
• Dask

Evaluation

• Streams
• Neighbors
• Robustness