CMS Physics Object & Data Analysis School (PO&DAS) 2023

Session

Topical exercises

9 Oct 2023, 13:30

DESY

29. Anomaly detection

Louis Moureaux (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Luka Lambrecht

09/10/2023, 13:30

33. Columnar analysis

Laurids Jeppe (CMS (CMS Fachgruppe TOP))

09/10/2023, 13:30

This exercise introduces the basics of columnar data analysis in the Python Scientific Ecosystem using the nanoAOD data format used by CMS. Columnar analysis here means processing high energy physics data in a vectorized way, giving potentially large speedups compared to traditional loop-based computing. The students will use the Python packages awkward, uproot and coffea to read and explore a...

32. Git

Karim El-Morabit (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Lars Olaf Stietz (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Samuel Bein (University of Hamburg)

09/10/2023, 13:30

31. RDataFrame

Suvankar Chowdhury

09/10/2023, 13:30

34. ROOT

Antonio Vagnerini (DESY)

09/10/2023, 13:30

30. SciKit learn

Matthias Komm (CMS (CMS Fachgruppe Searches))

09/10/2023, 13:30

58. Anomaly detection

Louis Moureaux (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Luka Lambrecht

09/10/2023, 16:00

62. Columnar analysis

Laurids Jeppe (CMS (CMS Fachgruppe TOP))

09/10/2023, 16:00

72. Combine

Aliya Nigamova (University of Hamburg)

09/10/2023, 16:00

61. Git

Karim El-Morabit (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Lars Olaf Stietz (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Samuel Bein (University of Hamburg)

09/10/2023, 16:00

63. MC techniques

Mikel Mendizabal Morentin (DESY), Paris Gianneios, Polidamas Kioseoglou

09/10/2023, 16:00

60. RDataFrame

Suvankar Chowdhury

09/10/2023, 16:00

59. SciKit Learn

Matthias Komm (CMS (CMS Fachgruppe Searches))

09/10/2023, 16:00

40. CMSSW

Suvankar Chowdhury

10/10/2023, 14:00

37. Columnar analysis

Laurids Jeppe (CMS (CMS Fachgruppe TOP))

10/10/2023, 14:00

36. Combine

Aliya Nigamova (University of Hamburg), Philip Daniel Keicher (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik))

10/10/2023, 14:00

35. MC techniques

Mikel Mendizabal Morentin (DESY), Paris Gianneios, Polidamas Georgios Kosmoglou Kioseoglou

10/10/2023, 14:00

39. Unfolding

Matteo Defranchis (CERN), Patrick Connor (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik) & CDCS), Valentina Guglielmi (CMS (CMS Fachgruppe QCD))

10/10/2023, 14:00

64. CMSSW

Suvankar Chowdhury

10/10/2023, 16:30

65. Combine

Aliya Nigamova (University of Hamburg), Philip Daniel Keicher (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik))

10/10/2023, 16:30

66. Machine learning with Keras

Karim El-Morabit (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Lisa Benato (Hamburg University)

10/10/2023, 16:30

67. Machine learning with PyTorch

Lars Olaf Stietz (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Marcel Rieger (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik))

10/10/2023, 16:30

68. MC techniques

Mikel Mendizabal Morentin (DESY), Paris Gianneios, Polidamas Kioseoglou

10/10/2023, 16:30

69. Unfolding

Matteo Defranchis (CERN), Patrick Connor (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik) & CDCS), Valentina Guglielmi (CMS (CMS Fachgruppe QCD))

10/10/2023, 16:30

38. Machine learning with PyTorch

Lars Olaf Stietz (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)), Marcel Rieger (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik))