Machine Learning Algorithms in Tamil | Machine Learning course in Tamil
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Flask is a micro web framework written in Python. It is classified as a microframework because it does not require particular tools or libraries.[3] It has no database abstraction layer, form validation, or any other components where pre-existing third-party libraries provide common functions. However, Flask supports extensions that can add application features as if they were implemented in Flask itself. Extensions exist for object-relational mappers, form validation, upload handling, various open authentication technologies and several common framework related tools. Extensions are updated far more regularly than the core Flask program.

#FlaskDeepLearningModelDeployment

github url: https://github.com/krishnaik06..../Deployment-Deep-Lea

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Facial Keypoint Detection Kaggle Competition Solution! This solution is very simple but gives arelatively okay score and I share some thoughts on how you could improve it further (comparing with the winning solution).

Code (go to ML, Kaggle subdirectory): https://github.com/aladdinpers....son/Machine-Learning
Kaggle: https://www.kaggle.com/c/facia....l-keypoints-detectio


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