Machine Learning with Python
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Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers.

Admin: @HusseinSheikho || @Hussein_Sheikho
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๐Ÿ—‚ A fresh deep learning course from MIT is now publicly available

A full-fledged educational course has been published on the university's website: 24 lectures, practical assignments, homework, and a collection of materials for self-study.

The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.

โžก๏ธ Link to the course

tags: #Python #DataScience #DeepLearning #AI
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How a CNN sees images simplified ๐Ÿง 

1. Input โ†’ Image breaks into pixels (RGB numbers)

2. Feature Extraction

ยท Convolution โ†’ Detects edges/patterns
ยท ReLU โ†’ Kills negatives, adds non-linearity
ยท Pooling โ†’ Shrinks data, keeps what matters

3. Fully Connected โ†’ Flattens features into meaning

4. Output โ†’ Probability scores: Cat? Dog? Car?

Why powerful: Learns hierarchically โ€” edges โ†’ shapes โ†’ objects

Pixels to predictions. That's it. ๐Ÿ‘‡

#DeepLearning #CNN #ComputerVision #AI

https://xn--r1a.website/CodeProgrammer
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