Text generation and conversational technologies has been around for ages. With the recent boom of text generation models like GPT-4 and open-source alternatives (Falcon, MPT and more!) going mainstream, these technologies will be around and more integrated into every day products. In this post, I’ll go through a brief background…

Autoencoder: Basic Ideas Autoencoder is the type of a neural network that reconstructs an input from the output. The basic idea here is that we have our inputs, and we compress those inputs in such a manner that we have the most important features to reconstruct it back. As humans, when we’re asked…

Yazarlar: Merve Noyan & Alara Dirik This blog contains the applications we developed for disaster response. You can find the English version here 👉 https://huggingface.co/blog/using-ml-for-disasters 6 Şubat 2023'te Güneydoğu Türkiye’yi vuran 7,7 ve 7,6 büyüklüğündeki depremler, 10 ili etkiledi ve 21 Şubat itibarıyla 42.000'den fazla ölüm ve 120.000'den fazla yaralanmayla…

This article is for people who’d like to get started with contributing to open-source with code, or community contributions, or writing their own libraries from scratch. Note that this article is quite opinionated, as my experience is limited. How I Started my Journey I came across this video by Hugging Face on YouTube that changed…

Reproducibility, experiment tracking and collaborative training are couple of problems in open-source machine learning. At Hugging Face, we are challenging these issues to enable collaborative training, versioning models and hosting open-source machine learning demos on Hugging Face Hub. Thanks to recent Keras integration, you can easily: Push and save a…

Merhabalar, bu blog yazımda kendimce kaggle yarışmaları ve şirketlerde gördüğüm veri bilimcilerin kullandığı ve benim de çok sevdiğim araçları derledim. Bu yazı fazlasıyla önyargılı (opinionated) bir yazı, bunu belirtmekte fayda var. Bunlar dışında olmasını düşündüğünüz araçlar varsa yazabilirsiniz. Ben bu yazıda sklearn, fast.ai, TensorFlow ve PyTorch’u dışarıda bıraktım, bunlar zaten…

Ever since I announced that I’ll start working as a developer advocate at huggingface, I received tons of questions. I shifted my career from being what I call a full-stack machine learning engineer, doing NLP, predictive analytics and backend development, to being a developer advocate in machine learning. The reason…

I receive questions on content that explains machine learning, statistics or data science on a daily basis. I usually learn from books, so I wanted to write a post about the resources I used, some of them e-books. I’ve finished some of the books, and some of them are in…

Merhabalar, daha önce gelen talepler üstüne bu yazımı kaleme alıyorum. İşim gereği python’da backend de geliştirmem gerekiyor ve veri bilimi çıkışlı biri olarak zorlandığım durumlar olsa da hayatımı kolaylaştıran araçlardan bahsedeceğim. Öncelikle sevdiğim python kütüphanelerinden, sonra environment tercihimden ardından da IDE ve text editörü seçimlerimden bahsedeceğim. Kütüphaneler Flask Flask kütüphaneden ziyade bir…