A | B | C | D | E | F | G | H | |
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1 | WORKSHOP SCHEDULE | |||||||
2 | ||||||||
3 | ||||||||
4 | Phase 0: Pre-course Exercises | Lectures | Exercises | Other | ||||
5 | Send out material (April 2) | Tutor Session 1 (3h block, April 15. 14:00-17:00 CEST) | Tutor Session 2 (3h block, April 29, 14:00-17:00 CEST) | Final Q&A (May 03, 14:00-17:00 CEST) | ||||
6 | Intro to image proc in python (on Colab) | Intro to ML in pytorch (on Colab) | ||||||
7 | Pre-course 1: Basic image processing | Pre-course 2: Basic ML and Intro to Pytorch | ||||||
8 | Josh, Anirban, Peter | Anirban, Josh, Peter | Anirban, Josh, Peter | |||||
9 | ||||||||
10 | Phase 1: Lectures and Exercises | Lectures | Exercises | Other | ||||
11 | ||||||||
12 | Day 0 (Tue, May 7) | Day 1 (Wed, May 8) | Day 2 (Thu, May 9) | Day 3 (Fri, May 10) | Day 4 (Sat, May 11) | Day 5 (Sun, May 12) | ||
13 | 9:00 AM | Welcome | Morning Q&A | Tutorial 1 (Damian) Data Labeling Tools 101 | Morning Q&A | |||
14 | 9:30 AM | Student flash talks | Lecture 2: | Lecture 4: | Lecture 6: | |||
15 | 10:00 AM | Semantic Segmentation (Anna Kreshuk) | Image Regression I: Denoising and Restoration (Alex Krull) | Transformers for bioimages (Constantin Pape) | Group Trip | |||
16 | 10:30 AM | Coffee | Coffee | |||||
17 | 11:00 AM | Lecture 1: | Exercises 2: | Exercise 4: | Coffee | Surprise | ||
18 | 11:30 AM | Deep Learning Deep Dive (Florian Jug) | Semantic segmentation | Image Regression + Denoising | Tutorial: Segment Anything (Constantin, Sheida) | Excursion | ||
19 | 12:00 PM | (Will, Eugenia) | (Ben S., Ashesh, Igor) | Exercise 5: | 👍 | |||
20 | 12:30 PM | Team Assignments | Transformers + representations (Mehdi, Igor, Anirban) | 😊 | ||||
21 | 1:00 PM | Lunch | Lunch | Lunch | Lunch | |||
22 | 1:30 PM | (5 students with speakers) | (5 students with speakers) | (5 students with speakers) | ||||
23 | 2:00 PM | Exercise 0: | Lecture 3: | Lecture 5: | Exercise 5 (continued) | |||
24 | 2:30 PM | Intro to local IT setup | Instance Segmentation (Carsen Stringer) | Image Regression II: Translation and Splitting (Shalin Mehta, Florian Jug) | ||||
25 | 3:00 PM | Coffee with the speakers | ||||||
26 | 3:30 PM | Arrival at HT | Exercise 1: | Coffee with the speakers / TA Meeting | Coffee with the speakers / TA meeting | Coffee with the speakers / TA Meeting | ||
27 | 4:00 PM | Check-in | Build your own U-net | Exercise 2 continued | Exercise 4 continued | |||
28 | 4:30 PM | HT Tour | (Larissa, Morgan, Caroline) | Seminar 1: Advanced topics | ||||
29 | 5:00 PM | Exercise 3: | Diffusion (Anirban) + GANs (Diane) | |||||
30 | 5:30 PM | Instance Segmentation | Coffee break | |||||
31 | 6:00 PM | Welcome Aperitivo | (Alex, Vera, Manan) | Tutorial 2 (Weigel) Pro Data Labeling Workflows | Tutorial 3: (+ meet the speakers) | |||
32 | 6:30 PM | AI4Life - general intro (Esti) Cloud Service Demo (Wei) | ||||||
33 | 7:00 PM | Optional Group Dinner | Dinner @ HT | Dinner @ HT | Dinner @ HT | Dinner city centre | Dinner @ out | |
34 | 7:30 PM | |||||||
35 | 8:00 PM | Instructor meeting | Exercise 3 cont'd | TBD | Meet Milano After Dark "Networking" Session | |||
36 | 8:30 PM | Planning the hands-on project phase... | ||||||
37 | 9:00 PM | |||||||
38 | 9:30 PM | |||||||
39 | 10:00 PM | |||||||
40 | 10:30 PM | |||||||
41 | 11:00 PM | |||||||
42 | 11:30 PM | |||||||
43 | ||||||||
44 | Phase 2: Projects | Tutorials | Exercises | Misc | ||||
45 | ||||||||
46 | Day 6 (Mon, May 13) | Day 7 (Tue, May 14) | Day 8 (Wed, May 15) | Day 9 (Thu, May 16) | Fri, May 17 | |||
47 | 9:00 AM | Project and Team Assignments | Morning Q&A | Seminar 4 (+ meet the speakers) | Seminar 5 (+ meet the speaker) | …travel day... | ||
48 | 9:30 AM | Starting the project phase... (6 projects, teams of 4) | (all hands on deck) | Instance segmentation of large objects (Dagmar Kainmüller) | Biases in DL and human perception (Jan Funke) | |||
49 | 10:00 AM | Project Work | Project Work | Project Work | Project Work | |||
50 | 10:30 AM | Problem Formalization, Brainstorming Potential Approach | ||||||
51 | 11:00 AM | |||||||
52 | 11:30 AM | |||||||
53 | 12:00 PM | |||||||
54 | 12:30 PM | |||||||
55 | 1:00 PM | Lunch | Lunch | Lunch | Lunch | |||
56 | 1:30 PM | (5 students with speaker) | (5 students with speaker) | (5 students with speaker) | (5 students with speaker) | |||
57 | 2:00 PM | Seminar 2 (+ meet the speaker) | Seminar 3 (+ meet the speaker) | Tutorial (+ meet the speaker) | Preparation for Final Presentations | |||
58 | 2:30 PM | Failure Modes (Virginie Uhlman) | Data Archives for AI (Matthew Hartley) | DL in CellProfiler (Beth Cimini) | ||||
59 | 3:00 PM | Discussion: Failure Modes | Project Work / TA Meeting | Project Work / TA Meeting | ||||
60 | 3:30 PM | Project Work | ||||||
61 | 4:00 PM | Final Project Presentations | ||||||
62 | 4:30 PM | (20 mins per project, open to interested HT audience) | ||||||
63 | 5:00 PM | |||||||
64 | 5:30 PM | Project Updates + Feedback | ||||||
65 | 6:00 PM | Tutorial (Caroline Malin-Mayor) | (10 mins per project) | Wrap-Up and Feedback | ||||
66 | 6:30 PM | Tracking | What was good, what can improve? | |||||
67 | 7:00 PM | Dinner @ HT | Dinner @ HT | Dinner @ HT | Apero at ESSE | |||
68 | 7:30 PM | |||||||
69 | 8:00 PM | Optional Project Work | Optional Project Work | Optional Project Work | ||||
70 | 8:30 PM | |||||||
71 | 9:00 PM | |||||||
72 | 9:30 PM | Optional evening out (self organized) | ||||||
73 | 10:00 PM | |||||||
74 | 10:30 PM | |||||||
75 | 11:00 PM | |||||||
76 | 11:30 PM |