diff --git a/schedule.md b/schedule.md
index 7e25f20..5b688fa 100644
--- a/schedule.md
+++ b/schedule.md
@@ -10,24 +10,24 @@
 
 | Time                 | Topic                                  | Presenter(s)                       |
 | :---:                |    :----:                              |    :---:                           |
-| 08:30 AM - 09:30 AM  | Intro to ARM + Intros                  | Sally McFarlane and Jim Mather     |
+| 08:30 AM - 09:30 AM  | [Intro to ARM + Welcome](https://docs.google.com/presentation/d/1X1lc7fCF4jDaD_nUZ8l6X7-4O0ZR3eB7/edit?usp=sharing&ouid=104304750518137712212&rtpof=true&sd=true)                  | Sally McFarlane and Jim Mather     |
 | 09:30 AM - 10:00 AM  | Coffee Break                           |                                    |
-| 10:00 AM - 11:00 AM  | Intro to ARM Data Workbench            | Sujata Goswami + Mike Giansiracusa |
-| 11:00 AM - 12:00 PM  | Intro to ARM Open Source Software      | Scott Collis + Joe O'Brien         |
+| 10:00 AM - 11:00 AM  | [Intro to ARM Data Workbench](https://docs.google.com/presentation/d/1v8d_Fd6gqKap2MyonIx9YeTSakY_pUAL/edit?usp=sharing&ouid=104304750518137712212&rtpof=true&sd=true)            | Sujata Goswami + Mike Giansiracusa |
+| 11:00 AM - 12:00 PM  | [Intro to ARM Open Source Software](https://docs.google.com/presentation/d/1e4IAEWNxw2ly8HTMcuz4fLhwpBNcrg2D/edit?usp=sharing&ouid=104304750518137712212&rtpof=true&sd=true)      | Scott Collis + Joe O'Brien         |
 | 12:00 PM - 01:00 PM  | Working Lunch: Elevator Pitch Intros   | Max Grover                         |
-| 01:00 PM - 01:45 PM  | Intro to COMBLE-MIP                    | Tim Juliano                        |
-| 01:45 PM - 02:30 PM  | Intro to LASSO                         | William Gustafson                  |
+| 01:00 PM - 01:45 PM  | [Intro to COMBLE-MIP](https://docs.google.com/presentation/d/1v1WGTEhguSBBQ_lAdj_9c85YpJwHDPqy/edit?usp=sharing&ouid=104304750518137712212&rtpof=true&sd=true)                    | Tim Juliano                        |
+| 01:45 PM - 02:30 PM  | [Intro to LASSO](https://docs.google.com/presentation/d/1I4coa4yfnGot2Z_ksSxk0jIIu8X-WrGK/edit?usp=sharing&ouid=104304750518137712212&rtpof=true&sd=true)                         | William Gustafson                  |
 | 02:30 PM - 03:00 PM  | Coffee Break                           |                                    |
-| 03:00 PM - 03:45 PM  | Intro to SAIL and WRF Model Data       | Dan Feldman                        |
+| 03:00 PM - 03:45 PM  | [Intro to SAIL and WRF Model Data](https://docs.google.com/presentation/d/1bnRNTT-cxB_tRSeWcEfbYGEbqqROMsve/edit?usp=sharing&ouid=104304750518137712212&rtpof=true&sd=true)       | Dan Feldman                        |
 | 03:45 PM - 05:00 PM  | Break into Groups! Find data!          | Max Grover + Scott Collis          |
 
 ## Tuesday May 21, 2024
 
 | Time                 | Topic                                  | Presenter(s)                       |
 | :---:                |    :----:                              |    :---:                           |
-| 08:30 AM - 09:30 AM  | Intro to ARM Radar Data Products       | Ya-Chien Feng and Joe O'Brien      |
+| 08:30 AM - 09:30 AM  | [Intro to ARM Radar Data Products](https://docs.google.com/presentation/d/14O3OSaZadIvVmZPHa3f5cf52avmp_zxx/edit?usp=sharing&ouid=104304750518137712212&rtpof=true&sd=true)       | Ya-Chien Feng and Joe O'Brien      |
 | 09:30 AM - 10:00 AM  | Coffee Break                           |                                    |
-| 10:00 AM - 12:00 PM  | Aerosol + Profiling Measurements in ARM| Damao Zhang + Bobby Jackson        |
+| 10:00 AM - 12:00 PM  | [Aerosol + Profiling Measurements in ARM](https://docs.google.com/presentation/d/1cqg9WOEoMFUHuW10ajIFyrtJ45Q2mg-k/edit?usp=sharing&ouid=104304750518137712212&rtpof=true&sd=true)| Damao Zhang + Bobby Jackson        |
 | 12:00 PM - 01:00 PM  | Working Lunch: Interactive Plotting    | Max Grover                         |
 | 01:00 PM - 05:00 PM  | Break into Groups: Plot your Data!     |                                    |
 
@@ -38,8 +38,8 @@
 | 08:30 AM - 09:30 AM  | An Introduction to LES Modeling        | Thijs Heus                         |
 | 09:30 AM - 10:00 AM  | LES and Climate Modeling with COMBLE   | Ann Fridlind                       |
 | 10:00 AM - 10:30 AM  | Coffee Break                           |                                    |
-| 10:30 AM - 11:15 AM  | Analyzing Data from LASSO at Scale     | Bill Gustafson + Max Grover        |
-| 11:15 AM - 12:00 PM  | Instrument Simulators 101 with COMBLE  | Bobby Jackson                      |
+| 10:30 AM - 11:15 AM  | [Analyzing Data from LASSO at Scale](tutorials/lasso/lasso-shcu.ipynb)     | Bill Gustafson + Max Grover        |
+| 11:15 AM - 12:00 PM  | [Instrument Simulators 101 with COMBLE](tutorials/emc2/InstrumentSimulatorsForModelEvaluation.ipynb)  | Bobby Jackson                      |
 | 12:00 PM - 01:00 PM  | Working Lunch: Debugging Dask          | Max Grover                         |
 | 01:00 PM - 05:00 PM  | Break into Groups: Ask you Questions!  |                                    |
 
@@ -47,7 +47,7 @@
 
 | Time                 | Topic                                  | Presenter(s)                       |
 | :---:                |    :----:                              |    :---:                           |
-| 08:30 AM - 09:30 AM  | AI/Machine Learning for Data Quality   | Mia Li                             |
+| 08:30 AM - 09:30 AM  | [AI/Machine Learning for Data Quality](tutorials/machine_learning/ARM_DQO_Spike_Detection.ipynb)   | Mia Li                             |
 | 09:30 AM - 10:00 AM  | Radar Data Retrievals                  | Joe O'Brien                        |
 | 10:00 AM - 10:30 AM  | Coffee Break                           |                                    |
 | 10:30 AM - 12:00 PM  | Office Hours: How is it going?         |                                    |