Detecting Facial Keypoints with Deep Learning | a very simple top 5 kaggle solution

❤️ Support the channel ❤️
@aladdinpersson

Paid Courses I recommend for learning (affiliate links, no extra cost for you):
⭐  Machine Learning Specialization https://bit.ly/3hjTBBt
⭐ Deep Learning Specialization https://bit.ly/3YcUkoI
📘 MLOps Specialization http://bit.ly/3wibaWy
📘 GAN Specialization https://bit.ly/3FmnZDl
📘 NLP Specialization http://bit.ly/3GXoQuP

✨ Free Resources that are great:
NLP: https://web.stanford.edu/class/cs224n/
CV: http://cs231n.stanford.edu/
Deployment: https://fullstackdeeplearning.com/
FastAI: https://www.fast.ai/

💻 My Deep Learning Setup and Recording Setup:
https://www.amazon.com/shop/aladdinpe...

GitHub Repository:
https://github.com/aladdinpersson/Mac...

✅ One-Time Donations:
Paypal: https://bit.ly/3buoRYH

▶️ You Can Connect with me on:
Twitter - Twitter: aladdinpersson
LinkedIn - LinkedIn: aladdin-persson-a95384153
Github - https://github.com/aladdinpersson

Timestamps:
0:00 - Introduction to competition
0:52 - Why?
1:22 - The data and the task
3:13 - Metric used
3:43 - A more in depth look at the data
7:24 - The steps of the solution
10:00 - Code: config
13:00 - Code: dataset
18:52 - Code: split_data
20:32 - Understanding submission format
21:57 - Code: utils
26:07 - Code: train/main file
31:22 - Fixing a small error
32:05 - Checking the score of submission
32:40 - How to improve it further?
34:55 - My 2 things to try for improving the score
35:15 - Ending & my thoughts on Kaggle

• #education
• #facial_landmark_detection