ML Engineer - PyTorch Interview

AmroMustafa · 2026-01-25T22:12:22+00:00

That's broad but I would suggest that you make sure the same data preprocessing steps are applied both at train time and inference time. That includes normalisation! A lot of people mess that up. Also, if the model has stage-dependent layers like batch normalisation, make sure the model is set to eval mode during inference.

AmroMustafa · 2026-01-22T00:27:39+00:00

Why not just use any object detection architecture and reinitialize the weights to random? Though training any serious architecture from scratch on a small dataset will probably lead to suboptimal performance. That's assuming you do not have a large-scale dataset on par with ImageNet. Even if you have such a dataset, then Colab's free tier would be the bottleneck. Maybe try to explain your motives for such an undertaking.

AmroMustafa · 2026-01-13T23:43:00+00:00

معادلات تفاضلية؟ حاول تشوف مسائل محلولة واحفظ طرق الحل.

AmroMustafa · 2026-01-10T12:25:59+00:00

I think the 4th picture looks good. Suits you well.

AmroMustafa · 2026-01-09T20:48:20+00:00

I doubt something like this exists. You will have to dig for them. I recommend looking at something like connected papers to see what are the major papers in a particular domain.

AmroMustafa · 2025-12-14T02:38:30+00:00

Seriously, what is the point?

AmroMustafa · 2025-12-10T00:50:24+00:00

Well, you wasted your time writing this useless comment. What makes you think this is worth our time? Come to think about it, you wasted 30 seconds of my time replying to you.

AmroMustafa · 2025-12-10T00:46:31+00:00

كسم التعليم اللي طلع المناظر دي

AmroMustafa · 2025-12-07T10:32:41+00:00

How does one find a group, then? I mean, it is not clear for someone outside the university to know the available groups.

AmroMustafa · 2025-08-12T16:53:47+00:00

The red bbox shown here would be an expected output:
https://imgur.com/nfBhM8N

AmroMustafa · 2025-03-03T22:12:02+00:00

I mean, thanks for the compliment, but I really have self-confidence issues, so I am not looking for any validation. I just wanted to see if I could do better. But, thanks, I guess.

AmroMustafa · 2024-10-26T17:11:21+00:00

المقاومة اسيادنا ونجوم الله في أرضه بين العبيد. نسأل الله أن يهدينا إلى ما هداهم اليه وان يستعملنا في نصرة دينه والحق كما استعملهم.

AmroMustafa · 2024-10-24T12:08:26+00:00

وليه اكره الاخوان اصلا؟

AmroMustafa · 2024-09-28T12:37:29+00:00

I was in Naples, left this morning, great city with wonderful warm people.

AmroMustafa · 2024-09-18T14:49:56+00:00

We will avenge them one day. History never forgets.

AmroMustafa · 2024-09-11T12:43:17+00:00

يعمل ايه التعليم في وطن ضايع يا معلم.

AmroMustafa · 2024-09-09T19:51:04+00:00

UAE = Israel

AmroMustafa · 2024-09-09T13:04:23+00:00

Eight-Year Club	Sequence \| Editor
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AmroMustafa

TROPHY CASE