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šļø
Building on HF
Pankaj Pandey
pankajpandey-dev
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8 following
pankajpandey-dev
pankajpandey-dev
AI & ML interests
Natural Language Processing, Text Generation, Large Language Models, Quantization, Fine-Tuning, RLHF, Model Merging.
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š®š³ New in my Hindi LLM Series: Gemma-4 E4B, fine-tuned for Hindi ā and it runs on your laptop's CPU. I fine-tuned Google's new Gemma-4 E4B on ~10k Hindi instruction pairs (AI4Bharat: anudesh + dolly) using Unsloth + LoRA, on a single L4 GPU. Then I ran an honest side-by-side eval: base Gemma-4 vs my fine-tune, across 25 Hindi prompts. The results were interesting š ā My fine-tune is more concise ā ask for "3 tips" and it gives exactly 3. Base writes a 1,200-character essay. ā Pure native Hindi ā base keeps slipping into English ("ą¤øą¤ą¤¤ą„लित ą¤ą¤¹ą¤¾ą¤° (Eat a Balanced Diet)", "तारा (Star)"). My fine-tune stays in clean Hindi. ā Tighter instruction-following ā ask for a "short message" and it gives one, not a menu of options. āļø And to be honest: base Gemma-4 is more detailed and comprehensive. I didn't build a "smarter" model ā I built a focused, Hindi-native, edge-friendly one that runs as a 5GB GGUF (Q4) on CPU. š Try it: Live demo (CPU): https://huggingface.co/spaces/pankajpandey-dev/gemma-4-e4b-hindi-demo GGUF (Ollama/llama.cpp): https://huggingface.co/pankajpandey-dev/gemma-4-e4b-hindi-instruct-GGUF 16-bit model: https://huggingface.co/pankajpandey-dev/gemma-4-e4b-hindi-instruct Built with @unsloth Ā· Data by @ai4bharat š #Hindi #LLM #Gemma #Unsloth #IndicNLP #GGUF
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2 days ago
pankajpandey-dev/gemma-4-e4b-hindi-demo
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2 days ago
huggingface/InferenceSupport:
pankajpandey-dev/gemma-4-e4b-hindi-instruct-GGUF
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pankajpandey-dev
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pankajpandey-dev/hindi-instruct-mixed-6k-recipe
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26 days ago
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pankajpandey-dev/hindi-instruct-10k-recipe
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May 30
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36
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