Mr. Pritam Palit

Conference : https://indico.cern.ch/event/1057577/ (Tracking conf) https://appliedmldays.org/events/amld-epfl-2021/tracks/ai-physics W boson polarization : https://journals.aps.org/prd/pdf/10.1103/PhysRevD.84.034008 Left handed w boson at LHC https://cds.cern.ch/record/2777846 ML : https://indico.cern.ch/event/922319/contributions/ https://indico.cern.ch/event/1042663/ MLHATS@LPC GNN tutorial https://jmduarte.github.io/capstone-particle-physics-domain/README.html https://pubs.acs.org/doi/10.1021/acs.jcim.0c01489 XGraphboost https://docs.dgl.ai/en/0.6.x/guide/graph-feature.html GNN https://www.diva-portal.org/smash/get/diva2:1514719/FULLTEXT01.pdf GNN Atlas thesis https://indico.cern.ch/event/1072361/#1-hackathon-planning-gnn-for-t (GNN tracking) https://github.com/GageDeZoort/interaction_network_paper/tree/pytorch_geometric (thai) https://indico.cern.ch/event/1051965/ (CMS ML forum) https://twiki.cern.ch/twiki/bin/viewauth/CMS/SWGuideCMSDataAnalysisSchoolCERN2020MLShortExercise ML reference : https://medium.com/deep-learning-experiments/effect-of-batch-size-on-neural-net-training-c5ae8516e57 https://idpasc.lip.pt/uploads/talk/file/654/Lecture_2_alone.pdf  (Tommaso) Feature selection in ML : https://www.analyticsvidhya.com/blog/2020/10/feature-selection-techniques-in-machine-learning/ https://towardsdatascience.com/feature-importance-with-neural-network-346eb6205743 https://christophm.github.io/interpretable-ml-book/feature-importance.html https://shap.readthedocs.io/en/latest/example_notebooks/tabular_examples/model_agnostic/Iris%20classification%20with%20scikit-learn.html HH : https://indico.cern.ch/event/1053538/?showDate=all&showSession=64  HH combination update CMS ATLAS https://twiki.cern.ch/twiki/bin/view/LHCPhysics/LHCHWGHH#Latest_recommendations_for_gluon Uncertainty H : https://indico.cern.ch/event/1053530/#26-vbf-in-hzz4l-with-nn VBF HZZ4L Walaa and many other interesting HL-LHC and run3 trigger talks https://pdg.lbl.gov/2019/reviews/rpp2018-rev-higgs-boson.pdf Combine tool tutorial : https://indico.cern.ch/event/747340/timetable/ http://twiki.ihep.ac.cn/twiki/view/CMS/CombineTutorial https://indico.cern.ch/event/976099/sessions/373924/#20201214 https://twiki.cern.ch/twiki/bin/viewauth/CMS/SWGuideCMSDataAnalysisSchoolHamburg2018LongStatisticsExercise https://indico.cern.ch/event/677948/#b-274774-higgs-combine-tool-mi https://indico.cern.ch/event/859454/timetable/?view=standard https://twiki.cern.ch/twiki/bin/viewauth/CMS/SWGuideCMSDataAnalysisSchool2014HiggsCombPropertiesExercise#A_shape_analysis_using_templates https://indico.fnal.gov/event/11505/sessions/895/attachments/5793/7507/cowan_fermilab16_1.pdf https://indico.bnl.gov/event/5655/contributions/27278/attachments/23941/35079/etw_belle2stats.pdf https://indico.cern.ch/event/637941/contributions/2606105/attachments/1510179/2358420/limits_statistics_201708_sonneveld.pdf https://www.desy.de/~sschmitt/talks/LimitStatSchool2013.pdf https://agenda.infn.it/event/12288/contributions/13339/attachments/9909/11151/ll170509.pdf http://ekpwww.physik.uni-karlsruhe.de/~rwolf/teaching/schools-and-seminars/SchoolTerascaleStatistics-2017.pdf https://www.physi.uni-heidelberg.de/~reygers/lectures/2017/smipp/stat_methods_ss2017_07_confidence_intervals.pdf https://indico.cern.ch/event/208901/contributions/1501047/attachments/323314/450930/Cranmer_L3.pdf https://arxiv.org/pdf/hep-ex/9902006.pdf Prashant BDT Help : https://github.com/Prasant1993/Training/blob/master/Xgboost/barrel/xgb_train_barrel.py Pheno : https://arxiv.org/abs/2006.06391 https://indico.cern.ch/event/868940/contributions/3813534/attachments/2083349/3499538/ICHEP2020_SaggioAlessia_v6.pdf HH results ichep for bbZZ pheno https://cds.cern.ch/record/2720632?ln=en https://cds.cern.ch/record/2648796/files/HIG-17-032-pas.pdf bbllnn pas https://indico.cern.ch/event/762839/#1-approval-of-hig-17-032-reson bbzzllnn approval https://indico.cern.ch/event/675082/contributions/2823843/attachments/1574764/2491947/19dec2017_bbllnunu_preapproval_v7.pdf https://indico.cern.ch/event/668513/contributions/2761522/attachments/1544735/2426205/Rami_HZZ_20oct2017_v1_updated.pdf bbllnn talk http://cms-results.web.cern.ch/cms-results/public-results/publications/HIG-18-013/ bbzzllnn ROOSTAT important : https://indico.cern.ch/event/107747/contributions/32653/attachments/24332/35016/schott_2011.01.17__RooStats_talk.pdf https://indico.cern.ch/event/118720/contributions/1332414/attachments/60910/87510/RooStats_Tutorial_PhyStat_2011.pdf https://roostatsworkbook.readthedocs.io/en/latest/introduction.html HLS important : Some bitwise operation tutorials : https://www.hackerearth.com/practice/basic-programming/bit-manipulation/basics-of-bit-manipulation/tutorial/ https://snook.ca/archives/javascript/creative-use-bitwise-operators https://www.educative.io/blog/bit-manipulation-algorithm Tracking and Fitting : https://www.sciencedirect.com/science/article/pii/0168900287908874  (Kalman filter paper) https://www.sciencedirect.com/science/article/pii/S0168900205022576?via%3Dihub  (Tracking in CMS) https://www.sciencedirect.com/science/article/pii/001046559400121H?via%3Dihub  (GSF tracking paper) https://arxiv.org/pdf/physics/0306087.pdf (GSF in CMS) https://www2.pv.infn.it/~rotondi/kalman_1.pdf  (Useful slides) Some materials about fitting : https://www.asc.ohio-state.edu/gan.1/teaching/spring04/Chapter6.pdf https://www.phys.hawaii.edu/~varner/PHYS305-Spr12/DataFitting.html  (chisqr to gaussian transformation) https://ars.els-cdn.com/content/image/1-s2.0-S0168900220310494-gr1_lrg.jpg (LHC beam) Tracker OT Upgrade : https://inspirehep.net/files/4338f588d4b7dcf0db329c6e77ec9a70 https://indico.cern.ch/event/557734/contributions/2320104/attachments/1358134/2053963/Infieri_TT_Report_Oct2016_v5.pdf https://indico.cern.ch/event/831165/contributions/3717102/attachments/2023801/3384750/skinnari_L1TK_CTD2020.pdf Statistics : https://indico.cern.ch/event/1051224/timetable/ https://indico.cern.ch/event/287744/contributions/1641250/attachments/535751/738667/Verkerke_Statistics_1.pdf http://omnis.if.ufrj.br/~lape/Arquivo/LHCb/GangaTutorial.pdf http://hadron.physics.fsu.edu/~skpark/document/ROOT/roofit_tutorial_intro-1.pdf http://www-pnp.physics.ox.ac.uk/~weber/tmp/v5r26p00n00/Linux-i686/root/roofit/roofitcore/src/RooWorkspace.cxx https://amva4newphysics.wordpress.com/2016/12/15/brazil-bands-what-are-they/ (Tommaso blog) [Brazil plot] https://indico.cern.ch/event/398949/attachments/799330/1095613/The_CLs_Technique.pdf https://www.yumpu.com/en/document/read/35194852/brazil-band-plots-for-dummies-institute-for-particle-physics- Tracking : https://ntnuopen.ntnu.no/ntnu-xmlui/bitstream/handle/11250/2730850/Fr%C3%BChwirth2020_Chapter_PatternRecognitionAndReconstru.pdf?sequence=2 https://indico.cern.ch/event/30356/contributions/1669577/attachments/574743/791505/TrackingCMS_Vertex08.pdf Important : https://indico.cern.ch/event/1180063/contributions/5351109/attachments/2629751/4548241/cooperstein_ParticleNet_april172023.pdf (ParticleNET) https://indico.cern.ch/event/1271640/ (IML meeting : MLPF, HyperGRaph) https://indico.cern.ch/event/1260810/ (DeepDive : Fake leptons) https://indico.cern.ch/event/1279938/ (end-to-end and some others) https://indico.cern.ch/event/1262157/contributions/5301234/attachments/2640525/4569469/Revering_WGMDisappMuonInaugural_5_4_23_v3.pdf (disappearing muons, same as LDMX in case of electrons) https://indico.cern.ch/event/1262157/ (H->gamma rho + other important ML models) https://indico.cern.ch/event/1279476/ (spa-net application, CMU + others) QML : https://indico.fnal.gov/event/54596/timetable/#16-quantum-information-science (Gabriel perdue) https://pennylane.ai/qml/whatisqml/ (pennylane) https://blog.paperspace.com/beginners-guide-to-quantum-machine-learning/ (nice tutorial) https://www.youtube.com/watch?v=NqHKr9CGWJ0&ab_channel=IBMTechnology https://www.youtube.com/watch?v=nX5GFv8D8c4&ab_channel=CERNAlumni (sofia) https://www.youtube.com/watch?v=VtFNFi2ZnKU&ab_channel=Xanadu (sofia) https://cds.cern.ch/record/2824584?ln=en (qml paper) Imp : https://indico.cern.ch/event/1284525/contributions/5398748/attachments/2644112/4576334/LLSTauReco_DisTauTag_v2_09.5.2023.pdf https://arxiv.org/pdf/2001.05311.pdf (ABCNet) https://cds.cern.ch/record/2725233?ln=en