NeuralNetNinja @DeepLearnQuest

curious. documenting my deep learning journey. india Joined April 2024

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NeuralNetNinja @DeepLearnQuest

6 months ago

As I delve deeper into DL, I feel I am losing on my pure stats, classical ML skills. Will prioritize revising - Logistic reg, decision trees, RFs, XGB-LGB-CB, SVMs, KNN, TS-ARIMA for the next week.

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alphaXiv @askalphaxiv

7 months ago

Reading research papers shouldn't feel like learning a new language Introducing real-time AI voice chat for arXiv papers 🎙️ Talk directly about any research paper in any language. Ask questions and request explanations, all through natural conversation 🚀

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NeuralNetNinja @DeepLearnQuest

9 months ago

This year has been so defining. More on that later. Target for the next 10 days : 1. Product recommendations using two-tower retrieval and XGB ranker. 2. Credit risk modeling 3. Noise reduction using GANs/AE 4. Brush up on my maths and coding skills.

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NeuralNetNinja @DeepLearnQuest

a year ago

Had a very humbling experience yesterday. It's time to change some things now.

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NeuralNetNinja @DeepLearnQuest

a year ago

The new approach worked 😇 will now work towards adding a few features to the solution

NeuralNetNinja @DeepLearnQuest

a year ago

The new approach worked 😇 will now work towards adding a few features to the solution

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NeuralNetNinja @DeepLearnQuest

a year ago

Unfortunately, this method failed 😔 Had spent several weeks over it. Anyway, I have another approach in mind, hoping it works this time.

NeuralNetNinja @DeepLearnQuest

a year ago

Unfortunately, this method failed 😔 Had spent several weeks over it. Anyway, I have another approach in mind, hoping it works this time.

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NeuralNetNinja @DeepLearnQuest

a year ago

Spent the weekend exploring the transformer architecture. Finally! @SerranoAcademy's intuition behind attention being sort of a gravitational pull was so beautiful! I'll explore it even further and try to consolidate my understanding by implementing just the attention part.

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NeuralNetNinja @DeepLearnQuest

a year ago

used mat multiplications, vectorization, and broadcasting to improve legacy codebase. nothing feels more beautiful than applying maths and improving systems manifold. nothing is more exciting and peaceful than working on something that you so dearly love. grateful 🙏

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NeuralNetNinja @DeepLearnQuest

a year ago

i am using ransac homography transformation to try to match objects from 2 different images of the same scene (with different camera positions) is there anyone out there with some experience on this? would really love some help. #deepleaning #AI #computervision #cv #vision

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NeuralNetNinja @DeepLearnQuest

a year ago

getting nvidia drivers and cuda toolkit installed on ec2 is a freakin pain have already wasted 2 days on this. when will i get to work

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NeuralNetNinja @DeepLearnQuest

a year ago

started learning cuda! seems really fun. exploring gpu architectures on the go. the developments in computing in general. following the pmpp book. hope I continue on this journey along with my deep learning quest!

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NeuralNetNinja @DeepLearnQuest

a year ago

i don't like to update here quite often, but the progress of my knowledge has been good worked on aws ec2 storage side of things, configured a gpu instance. trained a yolov8s on sku110k dataset next job is to fine-tune it on a custom dataset that i am yet to build.

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NeuralNetNinja @DeepLearnQuest

a year ago

This is an appreciation tweet for @2wlearning. The way you approach learning is beautiful ❤️ - the low level, intuition. You're an inspiration. Keep going!

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NeuralNetNinja @DeepLearnQuest

a year ago

I did 2 things - normalized and added some transformations to images. Added BN layers after every Conv. Have been training it for a week on 4 google acc colab free tier. Cutrently, at 50% accuracy. Made me realise training from scratch is such a compute extensive process.

NeuralNetNinja @DeepLearnQuest

a year ago

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NeuralNetNinja @DeepLearnQuest

a year ago

i am tryin to work on food101 image dataset. goal was to achieve any accuracy possible and then incrementally improve with tweaks to 'build an intuition' for convnets. train accuracy - 0.99% (random chance probability). here's my model. help me fix it pls #deeplearning

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NeuralNetNinja @DeepLearnQuest

a year ago

;( something wrong with the architecture, i guess.. just giving out the random choice prob. can someone help me pls?

NeuralNetNinja @DeepLearnQuest

a year ago

;( something wrong with the architecture, i guess.. just giving out the random choice prob. can someone help me pls? https://t.co/iy3B9jTeER

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NeuralNetNinja @DeepLearnQuest

a year ago

while dlcv by justin is amazing, i couldn't get my first cnn architecture beyond the random classification probability. let's see, the furnace is still active. will update here once i make some progress

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NeuralNetNinja @DeepLearnQuest

a year ago

this unattended nat gateway now cost me $10 for doing nothing ;(

NeuralNetNinja @DeepLearnQuest

a year ago

this unattended nat gateway now cost me $10 for doing nothing ;(

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NeuralNetNinja @DeepLearnQuest

a year ago

convolutional neural networks are one of the most beautiful creations of humankind ❤️

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NeuralNetNinja @DeepLearnQuest

a year ago

envs setup, gpus spun up, ec2s ssh'd into, it all begins now. task for the next week : set up a functioning baseline model. easy, hoping ill be able to do this quickly.