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  • The full schedule:

    • Day 1: Welcome! Understanding clinical research questions and reproducible science (July 5, 2021)

    • Day 2: Applied

      ethics

      Ethics in

      machine learning and mental health

      Machine Learning and Mental Health (July 6, 2021)

    • Day 3: Fundamental

      methods

      Methods for

      genomic

      Genomic and

      single-cell transcriptome analysis

      Single-Cell Transcriptome Analysis (July 7, 2021)

    • Day 4: Simulating Brain Microcircuit Activity and Signals in Mental Health (July 8, 2021)

    • Day 5: Whole-

      brain modelling and neuroimaging connectomics

      Brain Modelling and Neuroimaging Connectomics (July 9, 2021)

    • Day 6: Bayesian

      models

      Models of

      learning

      Learning and

      integration

      Integration of

      neuroimaging data

      Neuroimaging Data (July 12, 2021)

    • Day 7: Digital

      health

      Health and

      population-based data resources

      Population-Based Data Resources (July 13, 2021)

    • Day 8:  Integrative

      research methods

      Research Methods and Final Panel Discussion (July 14, 2021)

...

Anchor
Day1
Day1
Day 1: Welcome! Understanding

...

Clinical Research Questions and Reproducible Science (July 5, 2021)

Instructors: Erin Dickie, Sean Hill, Victor Tang, Brett Jones

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Time (EST)
Session

9:00-10:30
Lecture 1: Welcome and Orientation
Watch on Crowdcast
10:45-12:15
Lecture 2:  Problems and opportunities in the diagnosis and treatment of major depression
Watch on Crowdcast
1:00-2:30pm
Workshop 1: Guiding principles for FAIR and open science
Watch on Crowdcast
2:45-4:15pm
Workshop 2: Tools for Reproducible Science
Watch on Crowdcast

...

Anchor
Day2
Day2
Day 2: Applied

...

Ethics in

...

Machine Learning and Mental Health (July 6, 2021)

Instructors: Daniel Buchman, Marta Maslej & Laura Sikstrom
Time (EST)
Session

9:00-10:30
Lecture 1: Introduction to AI Ethics
Watch on Crowdcast
10:45-12:15
Lecture 2:  Fairness and Health Equity
Watch on Crowdcast
1:00-2:30pm
Workshop 1: Research Design, Data Collection, Model Construction and Validation
Watch on Crowdcast
2:45-4:15pm
Workshop 2: Analysis, Interpretation and Knowledge Exchange and/or Translation
Watch on Crowdcast

Anchor
Day3
Day3
Day 3: Fundamental

...

Methods for

...

Genomic and

...

Single-Cell Transcriptome Analysis (July 7, 2021)

Instructors:  Shreejoy Tripathy & Dan Felsky

...

Time (EST)
Session

9:00-10:30
Lecture 1: Basics of Genotype, Central dogma, GWAS, and Polygenic Risk Scores
Watch on Crowdcast
10:45-12:15
Lecture 2:  Transcriptomics at the single-cell and bulk level level
Watch on Crowdcast
1:00-2:30pm
Workshop 1: Intro to transcriptomic data types, including single-cell and bulk RNAseq
Watch on Crowdcast
2:45-4:15pm
Workshop 2: Explore cellular changes in major depression using bulk and single-cell RNAseq data
Watch on Crowdcast

Anchor
Day4
Day4
Day 4: Simulating Brain Microcircuit Activity and Signals in Mental Health (July 8, 2021)

Instructors: Etay Hay & Frank Mazza

...

Time (EST)
Session

9:00-10:30
Lecture 1: Simulating brain microcircuit activity in mental health
Watch on Crowdcast
10:45-12:15
Lecture 2: Simulating EEG from brain microcircuits in mental health
Watch on Crowdcast
1:00-2:15pm
Workshop 1: Simulating and analyzing spiking from neurons and microcircuits
Watch on Crowdcast
2:30-4:00pm
Workshop 2: Simulating and analyzing EEG signals from brain microcircuits
Watch on Crowdcast

Anchor
Day5
Day5
Day 5: Whole-Brain Modelling and Neuroimaging Connectomics (July 9, 2021)

Instructors: Erin Dickie & John Griffiths

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Time (EST)
Session

9:00-10:30
Lecture 1: Introduction to neuroimaging connectomics
Watch on Crowdcast
10:45-12:15
Workshop 1: Calculating Neuroimaging Connectomes
Watch on Crowdcast
1:00-2:30pm
Lecture 2: Intro to whole-brain modelling (Lecture)
Watch on Crowdcast
2:45-4:15pm
Workshop 2: simulating whole-brain activity, EEG, evoked responses, brain stimulation
Watch on Crowdcast

Anchor
Day6
Day6
Day 6: Bayesian Models of Learning and Integration of Neuroimaging Data (July 12, 2021)

Instructors: Andreea Diaconescu

...

Time (EST)
Session

9:00-10:30
Lecture 1: Bayesian Models of Learning
Watch on Crowdcast
10:45-12:15
Turorial 1:  Hierarchical Gaussian Filter and Simulating Learners
Watch on Crowdcast
1:00-2:30pm
Lecture 2: Computational Modelling of EEG Data
Watch on Crowdcast
2:45-4:15pm
Tutorial 2: Single-trial EEG Modelling
Watch on Crowdcast

Anchor
Day7
Day7
Day 7: Digital Health and Population-Based Data Resources (July 13, 2021)

Instructors: Daniel Felsky, Abhi Pratap & Joanna Yu

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Time (EST)
Session

9:00-10:30
Lecture 1: Digital Health for Mental health
Watch on Crowdcast
10:45-12:15
Lecture 2: Population-based resources and the BrainHealth Databank
Watch on Crowdcast
1:00-2:30pm
Workshop 1: accessing reproducible datasets from Synapse as part of integrated workflow
Watch on Crowdcast
2:45-4:15pm
Workshop 2: Introduction to interactive methods
Watch on Crowdcast

Anchor
Day8
Day8
Day 8:  Integrative

...

Research Methods and Final Panel Discussion (July 14, 2021)

Instructors: Daniel Felsky & Abhi Pratap + All Instructor Panel

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