A collection of ModernBERT‑based binary classifiers fine‑tuned with LoRA adapters at ranks 4, 8, and 16 for efficient network flow analysis.
Parag Ekbote PRO
AINovice2005
AI & ML interests
ML Engineer passionate about taking models from research to production. 1 year supporting tech startups. Active OSS contributor.
Recent Activity
posted an update 1 day ago
I've built a system to make open-source contributions easier to understand across repositories.
It:
aggregates merged external PRs (reviewed by maintainers)
structures them into a single contributions.md
adds a lightweight AI layer to query patterns and impact
The idea is to move from scattered PRs to a readable changelog of work.
Read about it: https://medium.com/@paragekbote23/from-commits-to-impact-building-an-automated-changelog-for-open-source-contributions-20cdfebcee58 upvoted a collection 9 days ago
Gemma 4 updated a dataset 12 days ago
AINovice2005/ray-trackio-experimentsOrganizations
SmolLM-Smashed is a collection of optimized language models. Each model is quantized and compiled for maximum efficiency while preserving performance.
Quantized Models using torchao & Pruna for efficient inference and deployment.
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AINovice2005/quantized-GLM-4.1V-9B-Thinking
Image-Text-to-Text • Updated • 2 -
AINovice2005/quantized-SmolVLM2-2.2B-Base
Image-Text-to-Text • Updated • 2 -
AINovice2005/Sana_600M_ControlNet_HED-smashed
Text-to-Image • Updated • 1 -
AINovice2005/quantized-SmolLM3-3B
Text Generation • Updated • 2 • 1
A collection of ModernBERT‑based binary classifiers fine‑tuned with LoRA adapters at ranks 4, 8, and 16 for efficient network flow analysis.
SmolLM-Smashed is a collection of optimized language models. Each model is quantized and compiled for maximum efficiency while preserving performance.
My HF recipe space and model.
Quantized Models using torchao & Pruna for efficient inference and deployment.
-
AINovice2005/quantized-GLM-4.1V-9B-Thinking
Image-Text-to-Text • Updated • 2 -
AINovice2005/quantized-SmolVLM2-2.2B-Base
Image-Text-to-Text • Updated • 2 -
AINovice2005/Sana_600M_ControlNet_HED-smashed
Text-to-Image • Updated • 1 -
AINovice2005/quantized-SmolLM3-3B
Text Generation • Updated • 2 • 1