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Jotaniya KeyurJK
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Jotaniya Keyur

@jotaniyakeyur

I build pretrained, fine-tuned, and aligned LLMs, synthetic datasets, and efficient vision models.

India
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What I'm looking for

I'm looking to build and improve LLMs, synthetic-data pipelines, alignment workflows, and efficient vision or vision-language models.

At BinaryCode Service, I designed and pretrained RoPERT-Base, a 108M-parameter BERT-style encoder trained from scratch on 10B+ English tokens for masked language modeling, classification, token classification, and extractive QA.

I've developed the Type-01 family of instruction-following and reasoning LLMs by adapting Qwen2.5, Llama-3.2, and Qwen2.5-Coder. My multi-stage training pipelines combine LoRA warm-up, full SFT, DPO, reasoning-focused LoRA, and GRPO alignment, supported by synthetic datasets for coding, STEM, translation, summarization, and tool calling.

I also build efficient vision systems, including ViT-Nano and modern lightweight CNN architectures, and an offline personal AI assistant with RAG, web search, controllable reasoning, and a quantized coding model.

Experience

Work history, roles, and key accomplishments

Education

Degrees, certifications, and relevant coursework

G H Patel College of Engineering & Technology (GCET) logoGG

G H Patel College of Engineering & Technology (GCET)

Bachelor of Technology, Internet of Things

2022 -

Grade: 7.13

Pursuing a Bachelor of Technology in Internet of Things with a CGPA of 7.13.

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