| Lecture 1 | Jan 9 | Introduction to probability theory |
| | See also, Statistics for Nuclear and Particle Phycicists by Louis Lyons |
| | as well as Practical Statistics for Particle Physicists by Luca Lista (INFN) - arXiv:1609.04150v2 |
| Lecture 2 | Jan 11 | Statistics and parameter estimation |
| Lecture 3 | Jan 16 | Progressive fit |
| Lecture 4 | Jan 18 | Constrained minimization |
| Lecture 5 | Jan 23 | Likelihood functions and confidence intervals |
| Lecture 6 | Jan 25 | Binned and unbinned likelihood fits |
| Lecture 7 | Jan 30 | Goodness of fit, Monte Carlo methods |
| | See also, Monte Carlo Techniques - Particle Data Group |
| Lecture 8 | Feb 1 | Template methods and unfolding |
| Lecture 9 | Feb 6 | Tikhonov regularization, d'Agostini iteration |
| | See also, TUnfold note, and user's manual. |
| | Also, a useful set of slides... |
| Lecture 10 | Feb 8 | Multivariate methods |
| Lecture 11 | Feb 13 | Artificial neural networks, support vector machines |
| Lecture 12 | Feb 15 | Parton distribution functions |
| Lecture 13 | Feb 20 | More parton distribution functions |
| Lecture 14 | Feb 22 | Monte Carlo event generators |
| Lecture 15 | Feb 27 | Jet clustering and event shape algorithms |
| Lecture 16 | Mar 1 | Jet energy corrections |
| Lecture 17 | Mar 6 | Beam profile, primary and secondary vertices |
| Lecture 18 | Mar 8 | B-jet tagging |
| Lecture 19 | Mar 20 | Triggering in colliding beam experiments |
| Lecture 20 | Mar 22 | Optimization of trigger bandwidth |
| Lecture 21 | Mar 27 | Differential jet cross section analysis |
| Lecture 22 | Mar 29 | Z+jets cross section |
| Lecture 23 | Apr 3 | B Lifetime measurements - see also The LHCb Detector |
| Lecture 24 | Apr 5 | W mass measurements. arXiv:hep-ex/0405005, arXiv:1203.0274 [hep-ex], arXiv:1701.07240 [hep-ex]. |
| Lecture 25 | Apr 9 | Top quark production. arXiv:1611.04040 [hep-ex], arXiv:1701.06228 [hep-ex]. |
| Lecture 26 | Apr 12 | Single top production arXiv:1610.00678 [hep-ex], vector boson fusion arXiv:1712.09814 [hep-ex]. |
| Lecture 27 | Apr 17 | Introduction to Supersymmetry hep-ph/9709356. |
| Lecture 28 | Apr 19 | Limits on SUSY arXiv:1704.07781 [hep-ex], arXiv:1801.03957 [hep-ex] |
| Lecture 29 | Apr 24 | |
| Lecture 30 | Apr 26 | |