data-umbrella / event-transcripts

transcripts from our recorded events
https://www.youtube.com/c/dataumbrella/videos
36 stars 33 forks source link

[81] An Introduction to ImageIO (Sebastian Wallkötter) #218

Closed Ashish-Soni08 closed 9 months ago

Ashish-Soni08 commented 9 months ago

Towards #92 Closes # 217

Sebastian Wallkötter: An Introduction to ImageIO

Timestamps

00:00 Welcome and Beryl introduces the Data Umbrella team
00:55 Ways to Support Data Umbrella
01:49 Information about Data Umbrella
03:32 Data Umbrella: Upcoming events
03:58 Beryl introduces Sebastian Wallkötter
04:53 Sebastian begins his talk
05:03 Introduction to ImageIO
05:21 Agenda for the talk
06:24 What is ImageIO
08:37 Why be excited about ImageIO
11:52 How to generate a GIF from webcam frames
13:38 How to build a FastAPI callback
15:44 ImageIO API
18:18 Writing videos incrementally using `imopen`
20:42 Other cool things you can do with ImageIO
23:42 Q&A: Why FastAPI over Flask for the demo ?
24:54 Visual Recommendation Engine
25:14 What is Visual Recommendation
26:38 System Design for the Visual Recommendation System
33:10 Loading images using ImageIO
34:45 Training the model using Triplet Loss
36:49 Creating the Custom Dataset in PyTorch
39:44 Baking transformations into your dataset to alleviate IO bottleneck
40:31 Sebastian summarizes where ImageIO can be really useful
41:19 Beryl thanks Sebastian for the talk, and next up is the Q&A
41:35 Q&A: Are you a numpy-affiliated project, and how are you funded ?
42:57 Q&A: What is the best way for the community to connect with ImageIO ?
44:05 Q&A: How large is your team of developers ?
44:40 Q&A: Where can we get a copy of the slides ?
44:58 Q&A: Do you collaborate with scikit-image developers ?
45:34 Q&A: Do you anticipate any applications for video streaming ?
47:00 Q&A: Are there tutorials for folks ?
49:00 Q&A: Which industries use ImageIO ?
50:44 Reshama thanks Sebastian, and it's the end of the webinar
welcome[bot] commented 9 months ago

Welcome Banner :tada: Welcome to Data Umbrella! :tada: We're really excited to have your input into the project! :sparkling_heart:
If you haven't done so already, please make sure you check out our Contributing Guidelines and Code of Conduct.

reshamas commented 9 months ago

Thank you @Ashish-Soni08. Confirming that: