I will fine tune an llm on your data with lora and full evaluation

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adarshsmr
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adarshsmr
Adarsh SM

About this gig

Before you pay anyone to fine-tune a model: about half the projects that reach me don't need one. Better prompting or retrieval solves it for far less, and I'll tell you that for free rather than take the order.


When fine-tuning IS the answer - domain vocabulary, a specific output format, a tone the base model won't hold, or cutting inference cost - here's what I do.


I'm an ML and Generative AI engineer with 4+ years in production AI. I've fine-tuned GPT and BERT-family models to 30% higher contextual accuracy, and I currently work on a ~30B-parameter foundation model.


WHAT YOU GET

An honest read on whether fine-tuning beats prompting

Dataset design, cleaning and formatting, where most projects actually fail

LoRA / QLoRA or full fine-tuning on open models

An eval harness that measures what you care about, not loss curves

Before/after numbers on a held-out set

Weights, inference code and quantized artifacts you own


MODELS

Llama, Mistral, Qwen, Gemma, Phi, plus OpenAI hosted fine-tuning · PyTorch, Hugging Face, PEFT, Unsloth, Axolotl


Message me with what the model needs to do and what data you have, even if it's messy or you're not sure there's enough.

Get to know Adarsh SM

Adarsh SM

ML and Generative AI Engineer

  • FromIndia
  • Member sinceMay 2025
  • Avg. response time1 hour
  • Languages

    English, Hindi, Kannada, Telugu
I'm Adarsh — an ML and Generative AI engineer with 4+ years shipping production AI: fine-tuned LLMs, RAG pipelines, computer vision, and MLOps on AWS, GCP and Azure. I've built AI systems for DRDO (India's defence R&D agency), healthcare imaging (95% accuracy) and finance (40% less manual work), and I run my own AI product startup — so I think in deadlines, not experiments. You get a working, documented system you can run yourself: clean code, deployment, a walkthrough. No notebooks, no black boxes. Send me your problem and your data. I'll tell you honestly if AI is the right tool.