CipherAI

non-profit

AI & ML interests

AI and Cryptology

Recent Activity

suayptalhaย  updated a model 15 days ago
Cipher-AI/AutoCorrect-EN
suayptalhaย  updated a model about 2 months ago
Cipher-AI/Substitution-Cipher-Alphabet-Eng
suayptalhaย  updated a model about 2 months ago
Cipher-AI/Substitution-Cipher-Text-Turkish
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suayptalhaย 
posted an update 9 days ago
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1794
๐Ÿš€ Introducing ๐…๐ข๐ซ๐ฌ๐ญ ๐‡๐ฎ๐ ๐ ๐ข๐ง๐  ๐…๐š๐œ๐ž ๐ˆ๐ง๐ญ๐ž๐ ๐ซ๐š๐ญ๐ข๐จ๐ง ๐จ๐Ÿ ๐ฆ๐ข๐ง๐†๐‘๐” ๐Œ๐จ๐๐ž๐ฅ๐ฌ from the paper ๐–๐ž๐ซ๐ž ๐‘๐๐๐ฌ ๐€๐ฅ๐ฅ ๐–๐ž ๐๐ž๐ž๐๐ž๐?

๐Ÿ–ฅ I have integrated ๐ง๐ž๐ฑ๐ญ-๐ ๐ž๐ง๐ž๐ซ๐š๐ญ๐ข๐จ๐ง ๐‘๐๐๐ฌ, specifically minGRU, which offer faster performance compared to Transformer architectures, into HuggingFace. This allows users to leverage the lighter and more efficient minGRU models with the "๐ญ๐ซ๐š๐ง๐ฌ๐Ÿ๐จ๐ซ๐ฆ๐ž๐ซ๐ฌ" ๐ฅ๐ข๐›๐ซ๐š๐ซ๐ฒ for both usage and training.

๐Ÿ’ป I integrated two main tasks: ๐Œ๐ข๐ง๐†๐‘๐”๐…๐จ๐ซ๐’๐ž๐ช๐ฎ๐ž๐ง๐œ๐ž๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง and ๐Œ๐ข๐ง๐†๐‘๐”๐…๐จ๐ซ๐‚๐š๐ฎ๐ฌ๐š๐ฅ๐‹๐Œ.

๐Œ๐ข๐ง๐†๐‘๐”๐…๐จ๐ซ๐’๐ž๐ช๐ฎ๐ž๐ง๐œ๐ž๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง:
You can use this class for ๐’๐ž๐ช๐ฎ๐ž๐ง๐œ๐ž ๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง tasks. I also trained a Sentiment Analysis model with stanfordnlp/imdb dataset.

๐Œ๐ข๐ง๐†๐‘๐”๐…๐จ๐ซ๐‚๐š๐ฎ๐ฌ๐š๐ฅ๐‹๐Œ:
You can use this class for ๐‚๐š๐ฎ๐ฌ๐š๐ฅ ๐‹๐š๐ง๐ ๐ฎ๐š๐ ๐ž ๐Œ๐จ๐๐ž๐ฅ tasks such as GPT, Llama. I also trained an example model with roneneldan/TinyStories dataset. You can fine-tune and use it!

๐Ÿ”— ๐‹๐ข๐ง๐ค๐ฌ:
Models: suayptalha/mingru-676fe8d90760d01b7955d7ab
GitHub: https://github.com/suayptalha/minGRU-hf
LinkedIn Post: https://www.linkedin.com/posts/suayp-talha-kocabay_mingru-a-suayptalha-collection-activity-7278755484172439552-wNY1

๐Ÿ“ฐ ๐‚๐ซ๐ž๐๐ข๐ญ๐ฌ:
Paper Link: https://arxiv.org/abs/2410.01201

I am thankful to Leo Feng, Frederick Tung, Mohamed Osama Ahmed, Yoshua Bengio and Hossein Hajimirsadeghi for their papers.
suayptalhaย 
posted an update 13 days ago
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2412
๐Ÿš€ Introducing Substitution Cipher Solvers!

As @suayptalha and @Synd209 we are thrilled to share an update!

๐Ÿ”‘ This project contains a text-to-text model designed to decrypt English and Turkish text encoded using a substitution cipher. In a substitution cipher, each letter in the plaintext is replaced by a corresponding, unique letter to form the ciphertext. The model leverages statistical and linguistic properties of English to make educated guesses about the letter substitutions, aiming to recover the original plaintext message.

These models were fine-tuned on T5-base. The models are for monoalphabetic English and Turkish substitution ciphers, and they output decoded text and the alphabet with an accuracy that has never been achieved before!

Example:

Encoded text: Z hztwgx tstcsf qf z ulooqfe osfuqb tzx uezx awej z ozewsbe vlfwby fsmqisfx.

Decoded text: A family member or a support person may stay with a patient during recovery.

Model Collection Link: Cipher-AI/substitution-cipher-solvers-6731ebd22f0f0d8e0e2e2e00

Organization Link: https://huggingface.co/Cipher-AI
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suayptalhaย 
posted an update 18 days ago
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1626
๐Ÿš€ FastLlama Series is Live!

๐Ÿฆพ Experience faster, lighter, and smarter language models! The new FastLlama makes Meta's LLaMA models work with smaller file sizes, lower system requirements, and higher performance. The model supports 8 languages, including English, German, and Spanish.

๐Ÿค– Built on the LLaMA 3.2-1B-Instruct model, fine-tuned with Hugging Face's SmolTalk and MetaMathQA-50k datasets, and powered by LoRA (Low-Rank Adaptation) for groundbreaking mathematical reasoning.

๐Ÿ’ป Its compact size makes it versatile for a wide range of applications!
๐Ÿ’ฌ Chat with the model:
๐Ÿ”— Chat Link: suayptalha/Chat-with-FastLlama
๐Ÿ”— Model Link: suayptalha/FastLlama-3.2-1B-Instruct