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UID:20250626T051918EDT-1185VvI0Ub@132.216.98.100
DTSTAMP:20250626T091918Z
DESCRIPTION:Online Workshop via Zoom\n	Registration: Register via EventBrite
  and use the “ML Academic registration” ticket when prompted (Registering 
 for the Calcul Quebec Python event automatically registers you for the ent
 ire workshop).\n\nFrom the 18th to 22nd of January\, 2021\, the NeuroDataS
 cience ORIGAMI lab\, the 51�Թ���Centre for Integrative Neuroscience\, HBHL
 ’s NeuroHub and UNIQUE will hold a workshop entitled “Machine Learning for
  the Cognitive Neurosciences\,” whose objective will be to introduce resea
 rchers to both the conceptual and practical rudiments of machine learning 
 as applied to neuroimaging. See preliminary schedule below.\n\nThough atte
 ndees are expected to have a general familiarity with brain imaging and co
 nventional statistical analyses\, the first two days introduce attendees t
 o the software environment that will serve for the practical exercises dur
 ing the workshop\, including some basics of the Linux command line (Bash)\
 , Git\, the Python programming language\, and several Python-based package
 s for scientific computing\, courtesy of Calcul Québec.\n\nThe core conten
 t will be presented over the remaining days. The first speaker\, Dr. Tal Y
 arkoni (University of Texas at Austin) will discuss the scientific applica
 tions of machine learning in brain imaging. The second speaker\, Dr. Ella 
 Gabitov (51�Թ���)\, will present on the explanatory power and li
 mitations of machine learning when applied to cognitive neuroscience. Thro
 ughout the workshop\, hands-on tutorials will be presented by Alexandre Hu
 tton (ORIGAMI\, McGill)\, which will focus on giving participants an under
 standing of core concepts and common practices in machine learning.\n\n\nP
 reliminary Schedule\n\nDay 1 (Monday)\n	Group 1:\n	09:00 – 12:00 Calcul Québ
 ec – Introduction to Programming with Python\n	Group 2:\n	09:00 - 10:00 Linu
 x command line: Bash.\n	10:00 - 11:00 ORIGAMI - Git & version control\n\nDa
 y 2 (Tuesday)\n	Group 1:\n	09:00 - 10:00 Linux command line: Bash.\n	10:00 - 
 11:00 ORIGAMI - Git & version control\n	Group 2:\n	09:00 – 12:00 Calcul Québ
 ec – Introduction to Programming with Python\n\nDay 3 (Wednesday)\n	09:00 –
  10:30 Dr. Tal Yarkoni – “Machine Learning as Applied to Neuroimaging”\n	10
 :30 – 12:30 Alexandre Hutton – Hands-on ML: dataset handling\, sklearn/nil
 earn\, estimators & models\, model evaluation\n	13:30 – 16:00 Practical exe
 rcises\n\nDay 4 (Thursday)\n	09:00 – 12:30 Alexandre Hutton – Hands-on ML: 
 cross-validation\, ROC & AUC\, visualization\, evaluation metrics\n	13:30 –
  16:00 Practical exercises\n\nDay 5 (Friday)\n	09:00 – 10:00 Dr. Ella Gabit
 ov – “The elephant in the room: to explain or to predict\, that is the que
 stion”\n	10:00 – 12:30 Alexandre Hutton – Hands-on ML: confounds. model int
 erpretation (and lack thereof)\n	13:30 – 16:30 Practical exercises\, data c
 linic\n
DTSTART:20210118T140000Z
DTEND:20210122T213000Z
SUMMARY:Machine Learning for the Cognitive Neurosciences
URL:/hbhl/channels/event/machine-learning-cognitive-ne
 urosciences-327397
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