My name is Jonathan Sum. I enrolled in this course because after building many projects of image classifier, Image segmentation on Satellite Imagery, image translation(color), text generation, and more, I feel I am still lacking the skill to structure the process of building and deploying a deep learning model.
Feedback during the course1. I have not finished the course yet. But I can tell I have gone through some cases which were taught from this course. For example, I build a few small datasets for some new model to see it works or not rather than build a huge dataset first. More related cases to this course that I have gone through, such as edge device and design the truth label.
I hope after this course. I will gain knowledge or be solid on deploying models on mobile, desktop applications, backend(Nodejs and more), frontend(Reactjs), and more. I hope I will be able to solve the production problem of Pytorch with the help of this course.
Thank you to people who worked for this course, such as the QA team, Alpha and Beta tester community, lecturer, and more.
Some of my project:
Project 1
Image classifier on the browser(edge device).
It can still work offline.
The model was huge, even though it was unnecessary(99 MB) because I want it to see the limitation. But once it is loaded, it will do prediction in just a half-second with my old laptop.
Coloring from black and white, it was trained for 2 to 3 hours.
House damage level Image segmentation on Satellite Imagery, only the right side is the prediction.
Project4
Character-level GPT using the minGPT(orginal author: Andrej Karpathy) to generate.
The starting key word is “Love”
Output from the GPT model:
Love…
Love… Love…
Love is different for every person.
The way it shines is different.
But anyone can receive it.
Once you experience it, your heart feels fulfilled in an instant.
I’m coming!
Welcome! I was waiting for you.
It’ll be fine!
Love is something that can’t be seen.
Love…
Auntie, you’re hurt again.
-Are you okay? -Yeah.
I’m okay.
This is also love.
There are many different flavors of love.
Strawberry, lemon, apple, and mint.
There are also poisonous ones.
Taste it. Swallow it.
As long as there’s some in the jar.
When they run out, you add more.
Over and over again.
When I do that, I feel surrounded by love,
and I feel happy.
But, my heart still had a big hole in the middle
