This is my solution to sigmoid.m function in Programming assignment 2 from the famous Machine Learning course by Andrew Ng.


Github: https://github.com/AladdinPerz....on/Courses/tree/mast

In this video we go through how to code a simple bidirectional LSTM on the very simple dataset MNIST. The focus is just on creating the class for the bidirectional rnn rather than the entire training part which I have done in several previous videos.

Previous video where we create the general training structure:
https://youtu.be/Jy4wM2X21u0

People often ask what courses are great for getting into ML/DL and the two I started with is ML and DL specialization both by Andrew Ng. Below you'll find both affiliate and non-affiliate links if you want to check it out. The pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
ML Course (affiliate): https://bit.ly/3qq20Sx
DL Specialization (affiliate): https://bit.ly/30npNrw
ML Course (no affiliate): https://bit.ly/3t8JqA9
DL Specialization (no affiliate): https://bit.ly/3t8JqA9

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PyTorch Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

A disgraced ex-boxer attempts to make his two sons champion boxers in order to clear his name. One son agrees with this goal, but the other does not, causing family conflicts.

Movie:- Apne (2007) | अपने
Starcast:- Dharmendra, Sunny Deol, Bobby Deol, Shilpa Shetty, Katrina Kaif, Kirron Kher
Directed by:- Anil Sharma
Produced by:- Sangeeta Ahir
Music by:- Himesh Reshammiya

#Apne #Dharmendra #SunnyDeol #BobbyDeol #ShilpaShetty #KatrinaKaif

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Simple solution to the #kaggle competition which obtains a final score of over 0.92 which would rank us in the top 1% of submissions! :)

Link to santander customer transaction prediction:
https://www.kaggle.com/c/santa....nder-customer-transa

GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson

❤️ Become a Channel Member:
https://www.youtube.com/channe....l/UCkzW5JSFwvKRjXABI

✅ One-Time Donations:
Paypal: https://bit.ly/3buoRYH
Ethereum: 0xc84008f43d2E0bC01d925CC35915CdE92c2e99dc

▶️ You Can Connect with me on:
Twitter - https://twitter.com/aladdinpersson
LinkedIn - https://www.linkedin.com/in/al....addin-persson-a95384
Github - https://github.com/aladdinpersson

PyTorch Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

Timestamps:
0:00 - Introduction to competition
1:50 - Get data
8:22 - Simple NN baseline
20:50 - First results 0.86 score
21:33 - Understanding the data
23:40 - Modifying our NN
28:10 - Improvement to baseline
29:00 - Feature engineering
44:54 - Modifying our NN v2
50:45 - Final result and submission
56:50 - Ending