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diff --git a/_images/kaggle_internet_enabled.png b/_images/kaggle_internet_enabled.png
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diff --git a/_sources/tutorials/Schedule/daily_schedules.md b/_sources/tutorials/Schedule/daily_schedules.md
@@ -2,190 +2,13 @@
 
 ## Course overview
 
-* Sun, July 9: Opening Ceremonies
-    * 8:30 am UTC
-    * 5:30 pm UTC
-
-* Week 1
-    * Mon, July 10: Model Types
-    * Tue, July 11: Model Fitting
-    * Wed, July 12: Generalized Linear Models  
-    * Thu, July 13: Dimensionality Reduction
-    * Fri, July 14: Deep Learning
-
-* Week 2
-    * Mon, July 17: Modeling Practice & Half Project Day (Projects Proposal)
-    * Tue, July 18: Linear Systems
-    * Wed, July 19: Biological Neuron Models
-    * Thu, July 20: Dynamic Networks
-    * Fri, July 21: Project day (Abstract Writing)
-
-* Week 3
-    * Mon, July 24: Bayesian Decisions
-    * Tue, July 25: Hidden Dynamics
-    * Wed, July 26: Optimal Control
-    * Thu, July 27: Reinforcement Learning
-    * Fri, July 28: Network Causality & Graduation
-----
+This course will run three times (you will attend only one of the following cohorts):
 
-## Daily coursework schedule
-These schedules refer to the coursework time.
+- October 21-25, 2024 – 10am-12pm UTC (Asia/Oceania Evening)
+- November 11-15, 2024 – 5-7pm UTC (Europe/Africa Evening)
+- December 2-6, 2024 – 11pm-1am UTC (Americas Evening)
 
-### General schedule
-All days except W2D1, W2D5, and W3D5 will follow this schedule for course time:
-
-|    Time (Hour)   |    Component                          |
-|------------------|---------------------------------------|
-|   -0:30-0:00\*   |    Intro video & text                 |
-|    0:00-0:15\**  |    Pod discussion I                   |
-|    0:15-1:45     |    Tutorials I                        |
-|    1:45-2:45     |    Big break                          |
-|    2:45-4:15     |    Tutorials II                       |
-|    4:15-4:25     |    Pod discussion II                  |
-|    4:25-4:30     |    Reflections & content checks       |    
+Each day will consist of 1 hour and 30 minutes of lecture materials (joint Zoom session where the course facilitator is going to share the presentation and introduce the topic) and 30 minutes of practical tasks; these include breakout rooms & discussion or searching for the information or getting acquainted with the tools of open science.
 
-\* : The intro and optional outro will be watched asynchronously, which means that you can watch this lecture before and after the start of the synchronous session
 
-\** : Note that the synchronous coursework session starts at 0:00 with the first pod discussion
 
-### Project time
-In addition to course time, each day will have 3 hours of project time. Check the [time slot widget](https://neuromatchacademy.github.io/widgets/tz.html) to see when project time is scheduled for your slot.
-
-*Note: Slots 1, 3, and 4 **will not** have project time on W1D1.* 
-
-### Schedule of specific days
-
-#### W2D1: Modeling Practice & Half Project Day (Project Proposals)
-*For more info on the components of this day, please see the daily guide for projects [here](https://compneuro.neuromatch.io/projects/docs/project_guidance.html#w1d2-coursework-tuesday-project-block-2-tuesday-for-slot-1-3-5-wednesday-for-slot-2-4)*
-
-|    Time (Hour)   |    Component                          |
-|------------------|---------------------------------------|
-|   -0:30-0:00     |    Intro video & text                 |
-|    0:00-2:00     |    Tutorial                           |
-|    2:00-2:15\*   |    Outro                              |
-|    2:15-3:15     |    Big break                          |
-|    3:15-4:30     |    Literature review                  |
-
-\* : While outros for other days are optional to watch, we ask that you watch this one.
-
-During next available project time (which could be on the next day):
-
-|    Time (Hour)   |    Component                          |
-|------------------|---------------------------------------|
-|    0:00-0:45\*   |    Finish literature review           |
-|    0:45-3:00     |    Project proposal                   |
-
-\* : Note that this refers to the start of the projects time, not the coursework time like usual
-
-#### W2D5: Project Day (Abstract Writing Day)
-*For more info on the components of this day, please see the daily guide for projects [here](https://compneuro.neuromatch.io/projects/docs/project_guidance.html#day-10-8h-friday-for-everyone)*
-
-**Slots 1/3/4:**
-
-During project time:
-
-|    Time (Hour)   |    Component                          |
-|------------------|---------------------------------------|
-|    0:00-2:00\*   |    Abstract workshop                  |
-|    2:00-2:15     |    Break                              |
-|    2:15-3:00     |    Individual abstract editing        |
-
-\* : Note that this refers to the start of the projects time, not the coursework time like usual
-
-During coursework time:
-
-|    Time (Hour)   |    Component                          |
-|------------------|---------------------------------------|
-|    0:00-0:45     |    Individual abstract editing II     |
-|    0:45-1:30\*   |    Mentor meeting                     |
-|    1:30-2:30     |    Big break                          |
-|    2:30-3:30     |    Pod abstract swap                  |
-|    3:30-4:30     |    Finalize abstract                  |
-
-\* : Timing of this mentor meeting may need to vary based on mentor availability
-
-**Slots 2/5:**
-
-During coursework time:
-
-|    Time (Hour)   |    Component                          |
-|------------------|---------------------------------------|
-|    0:00-2:00\*   |    Abstract workshop                  |
-|    2:00-3:00     |    Big break                          |
-|    3:00-4:30     |    Individual abstract editing        |
-
-
-During project time:
-
-|    Time (Hour)   |    Component                          |
-|------------------|---------------------------------------|
-|    0:00-0:45\*, \**  |    Mentor meeting                  |
-|    0:45-1:45     |    Pod abstract swap                  |
-|    1:45-2:00     |    Break                              |
-|    2:00-3:00     |   Finalize abstract                   |
-
-\* : Note that this refers to the start of the projects time, not the coursework time like usual
-
-\** : Timing of this mentor meeting may need to vary based on mentor availability
-
-#### W3D5: Final Day of Course
-
-**Slots 1/2/4/5:**
-|    Time (Hour)   |    Lecture                               |
-|------------------|------------------------------------------|
-|   -2:00- -1:00\*  |    Project presentations (slots 1/4)  |
-|   -1:00--0:30     |    Break (slots 1/4)                  |
-|   -0:30-0:00     |    Intro video & text                    |
-|    0:00-0:15      |    Pod Discussion I                      |
-|    0:15-1:45      |    Tutorials I                           |
-|    1:45-2:45      |    Big break                             |
-|    2:45-4:15      |    Tutorials II                          |
-|    4:15-4:25      |    Pod Discussion II                     |
-|    4:25-4:45      |    Break                                 |
-|    4:45-5:15\**   |    Course Review & Feedback                     |
-|    5:15-6:15\**   |    Project presentations (slots 2/5)     | 
-|    6:15-6:30\**   |    Pod farewell                         |
-|    6:30-7:15\**   |    Closing Ceremony/Graduation           |
-
-\* : This is the last hour of projects time for slots 1/4
-
-\** : Note that these events occur after the normal coursework time.
-
-Course Review & Feedback: We will have a post course survey for both students and TAs (will share the link in discord) - please fill it out during this time!
-
-Pod farewell: This is just a chance for your pod to say goodbye to each other. No structure imposed or requirements here!
-
-Closing Ceremony/Graduation: We will do this all together on crowdcast.
-
-
-**Slot 3:**
-|    Time (Hour)   |    Lecture                               |
-|------------------|------------------------------------------|
-|   -2:15- -1:15\*  |    Project presentations (slot 3)  |
-|   -1:15--0:30     |    Break (slots 3)                  |
-|   -0:30-0:00\*    |    Intro video & text                    |
-|    0:00-0:15      |    Pod Discussion I                      |
-|    0:15-1:45      |    Tutorials I                           |
-|    1:45-2:45      |    Big break                             |
-|    2:45-4:15      |    Tutorials II                          |
-|    4:15-4:25      |    Pod Discussion II                     |
-|    4:25-4:45      |    Break                                 |
-|    4:45-5:15\**   |    Course Review & Feedback              |
-|    5:15-5:30\**   |    Pod farewell                         |
-|    5:30-6:15\**   |    Closing Ceremony/Graduation           |
-
-\* : This is the last hour and a quarter of projects time for slot 3
-
-\** : Note that these events occur after the normal coursework time.
-
-Course Review & Feedback: We will have a post course survey for both students and TAs (will share the link in discord) - please fill it out during this time!
-
-Pod farewell: This is just a chance for your pod to say goodbye to each other. No structure imposed or requirements here!
-
-Closing Ceremony/Graduation: We will do this all together on crowdcast.
-
-
-### Professional Development Panels
-*Note that these have been scheduled to be before or after the coursework time for each time slot. In some cases, they overlap by 15 - 30 minutes with projects time - please start on projects time late or end early in order to attend these events*
-
-Course live events: TBD — will update
diff --git a/_sources/tutorials/Schedule/shared_calendars.md b/_sources/tutorials/Schedule/shared_calendars.md
diff --git a/_sources/tutorials/TechnicalHelp/Jupyterbook.md b/_sources/tutorials/TechnicalHelp/Jupyterbook.md
diff --git a/_sources/tutorials/TechnicalHelp/Links_Policy.md b/_sources/tutorials/TechnicalHelp/Links_Policy.md
@@ -2,26 +2,23 @@
 
 ## Quick links
 
-Course materials: [https://neuroai.neuromatch.io/](https://neuroai.neuromatch.io/)
+Course materials: [https://https://openscience.neuromatch.io/](https://https://openscience.neuromatch.io/)
 
 Portal: [https://portal.neuromatchacademy.org/](https://portal.neuromatchacademy.org/)
 
 Website: [https://neuromatch.io/](https://neuromatch.io/)
 
 Code of Conduct and Code of Conduct Violations Form: [https://github.com/NeuromatchAcademy/precourse/blob/main/CODE_OF_CONDUCT.md](https://github.com/NeuromatchAcademy/precourse/blob/main/CODE_OF_CONDUCT.md)
 
-Project Exemption Form: [https://airtable.com/shrubhlgsWJ8DuA7E](https://airtable.com/shrubhlgsWJ8DuA7E)
 
+## Policy
 
+This course has a unique class attendance policy compared to other Neuromatch Academy courses.
 
-## Policies
+To successfully complete the course, all participants must:
 
-### Coursework attendance policy
+- Attend and actively participate in all five live class sessions – you will not receive the certificate if you miss any of the sessions.
+- Complete five short daily quizzes to assess their understanding of the material.
+- Submit a post-course evaluation survey.
 
-Students who participate in this course will gain a certificate of completion for the coursework. Students are allowed to miss two days if necessary and if they communicate that with their teaching assistant. If there are exceptional circumstances that force a student to miss class for reasons completely beyond their control, such as severe illness, electricity blackouts, etc, they can request to get the certificate despite missing more than two days by filling out the Attendance Waiver ([https://airtable.com/appQ20RmRMNxUVUTd/shrKlQX3PHW8OcTtg](https://airtable.com/appQ20RmRMNxUVUTd/shrKlQX3PHW8OcTtg)) **at least two days prior to the end of course**. Please note these requests may not be granted.
-
-### Projects attendance policy
-
-Projects are an integral part of the Neuromatch Academy experience. Students who participate in projects and miss no more than two days of projects work will gain a certificate of completion for the projects. 
-
-If the student participates in projects but misses more than two days due to exceptional circumstances, they can request to get the projects certificate anyway by filling out the Attendance Waiver ([https://airtable.com/appQ20RmRMNxUVUTd/shrKlQX3PHW8OcTtg](https://airtable.com/appQ20RmRMNxUVUTd/shrKlQX3PHW8OcTtg)) **at least two days prior to the end of course**. Please note these requests may not be granted.
+Participants who meet these requirements will receive an Open Science Certification from NASA, recognizing their proficiency in open science practices. This certification can be displayed on resumes, CVs, LinkedIn profiles, and more.
diff --git a/_sources/tutorials/TechnicalHelp/Tutorial_colab.md b/_sources/tutorials/TechnicalHelp/Tutorial_colab.md
diff --git a/_sources/tutorials/TechnicalHelp/Tutorial_kaggle.md b/_sources/tutorials/TechnicalHelp/Tutorial_kaggle.md
diff --git a/_sources/tutorials/intro.ipynb b/_sources/tutorials/intro.ipynb
@@ -1,16 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "colab_type": "text",
-    "execution": {},
-    "id": "view-in-github"
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/nasa-open-science/blob/main/tutorials/intro.ipynb\" target=\"_blank\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"/></a>   <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/nasa-open-science/main/tutorials/intro.ipynb\" target=\"_blank\"><img alt=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"/></a>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -83,7 +72,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.9.20"
   }
  },
  "nbformat": 4,