===== CuttingGarden2023 Symposium:  LA Garden Program =====
===== WEDNESDAY 18th =====
'''5:30   –''' [''Global''] Reproductible processing pipelines and multiverses

'''8:30   – '''[[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/Local-Program_LA.pdf|Registration & Continental Breakfast]]

'''9:15   – ''' Richard Leahy (University of Southern California):'''[[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/WelcomeCuttingEEGLAGarden__intro_leahy.pdf|Opening of the LA Garden]]'''

'''9:30   – ''' David Shattuck (University of California, Los Angeles): Introduction and Overview of Brainsuite

'''10:15'''    ''Coffee Break''

'''10:30   – '''Anand Joshi (University of Southern California): [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/BrainSuiteToolsGardens_joshi.pdf|Brainsuite Tools & Discussion]]

'''11:00   – '''Richard Leahy (University of Southern California): [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/BrainstormEEGOverviewCuttingGardens2023_leahy.pdf|Introduction to EEG/MEG Analysis]]

'''11:45   –''' Cameron Sacks (Wearable Sensing): EEG Live Demo & Discussion

'''12:00   – ''Lunch Break'' '''

'''12:30–17:30 ''' –   [[https://neuroimage.usc.edu/brainstorm/WorkshopLA2023|Tutorial – Hands-On Brainstorm]]

 . Raymundo Cassani (McGill University) & Takfarinas Medani (University of Southern California)
 .

'''12:30–13:00''' Onsite assistance in installing the material for the training session

'''13:00–13:30     '''[[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/2023_lax_tm_bst.pdf|Introduction to Brainstorm (lecture)]]

'''13:30–14:35    Loading anatomy and recordings '''

 . Set anatomy

 . Review Raw recordings

 . Import events

'''14:35–15:35    Pre-processing '''

 . Frequency filters

 . Artefact detections

 . Artifact correction with SSP

'''15:30–15:45     Coffee Break '''

'''15:45–16:20    Analysis sensor level '''

 . Import recording'' ''

 . ''Review trials ''

 . ''Trial averages ''

'''''16:20–16:55    Source estimation ''' ''

 . ''Forward Model (aka Head model) ''

 . ''Noise covariance matrix ''

 . ''Source estimation (from EEG and MEG recording) ''

'''''16:55–17:15    Analysis source level ''' ''

 . ''Cortex parcellations: Atlases and scouts ''

 . ''Noise covariance matrix ''

 . ''Source estimation (from EEG and MEG recording) ''

===== THURSDAY 19th =====
'' ''

'''5:30 –'''  [''Global''] Deep Neural Network (DNN) analysis for MEEG data '' ''

'''8:30   –''' ''' Continental Breakfast''' '' ''

'''9:00 – 17:30  –'''  [''Local'']   Machine Learning and EEG '' ''

Session 1: Computational Tools and Pipelines for ML analysis; session chair: Richard Leahy.'' ''

 . '''9:00–9:25- Arnaud Delorme '''(University of California, San Diego): “''[[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/BIDS_ml_usc_delorme.pdf|Machine learning and the BIDS EEG data format]]”'' '' ''
 . '''9:25–9:50- Tim Mullen''' (Intheon Labs):'' “Creating Deployable Workflows for EEG Signal Processing and ML/DL Using NeuroPype”'' '' ''
 . '''9:50–10:15''– ''Ivan Tashev''' (Microsoft Research)'': [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/2023_Garden_WorkloadEstimation_IvanTashev_final.pdf|“Workload estimation using brain- and bio- signals for adaptive training system”]]'' '' ''
 . '''10:15–10:40''– ''Bin He''' (Carnegie Mellon University)'': “AI/ML Enhances Dynamic Brain Imaging from EEG/MEG”''
 .
 . '''Coffee '''''' Break (10:40–11:00)''' '' ''

Session 2: Self Supervised Leaning; session chair: Takfarinas Medani '' ''

 . '''11:00–11:25''– ''Dominique Duncan''' (University of Southern California)'': [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/Cutting_EEG_2023_Duncan.pdf|“Unsupervised Multivariate Time-Series Transformers for Seizure Identification on EEG”]]'' '' ''
 . '''11:25–11:50''– ''Wenhui Cui '''(University of Southern California)'': [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/eeg_foundation_model_talk_Cui.pdf|“Neuro-GPT: A Foundation Model Pretrained on Large-Scale EEG Data”]]''

Lunch Break (12:00–13:00)''' '' '' '''

Session 3: Machine Learning for brain computer interfaces; session chair: Shrikanth Narayanan''' '' '' '''

 . '''13:00–13:30- Alexander Silva '''(University of California, San Francisco):''' [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/USCsymposium_Alex_Silva.pdf|“A high performance neuroprosthesis for speech decoding and avatar control]]''[[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/USCsymposium_Alex_Silva.pdf|“]]'' '' '' '''
 . '''13:30–14:00''– ''Maryam Shanechi '''(University of Southern California)'':''' '''“AI-powered next-generation neurotechnologies”'' '' ''
 . '''14:00–14:30''– ''Ludovic Bellier '''(University of California, Berkeley) '': [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/CuttingEEG20231029_LBellier.pdf|“Reconstructing Pink Floyd from human auditory cortex”]]'' '' ''

Panel Discussion''' '' '' '''

 . '''14:40–15:10'''''–''' '''Moderator: ''Shrikanth Narayanan and Kristina Lerman (University of Southern California)'': “The Role of Foundational Models in Spontaneous and Event-Related EEG“'' '' ''

Coffee Break(15:10–15:40)''' '' '' '''

Session 4: Machine Learning for neurological disorders; session chair: Kristina Lerman''' '' '' '''

 . '''15:40–16:05''– ''Srikantan Nagarajan '''(University of California, San Francisco)'': [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/USCTalk_Oct2023_v3_Sri.pdf|“Machine learning algorithms for electromagnetic brain imaging in dementia”]]'' '' ''
 . '''16:05–16:30''– ''Dimitrios Pantazis''' (Massachusetts Institute of Technology)'': '''''''[[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/CuttingEEG_GardenLA2023_Pantazis.pdf|“Graph representation learning of MEG signals opens a window to aging trajectories and Alzheimer’s disease”]] '' '''

 . ''''' '' '''
 . '''16:30–16:55'''''– '''''Jason da Silva Castanheira''' (McGill University)'': [[https://neuroimage.usc.edu/resources/CuttingEEG2023finalSlides/Cutting_Gardens_daSilvaCastanheira_short.pdf|“Inter-individual differences in neurophysiology vary with age and disease”]]'' '' ''

Closing and final remarks''' '' '' '''