I will clean and prepare nlp datasets for llm
Turning Messy Data and Models into Production AI Solutions
About this Gig
Dirty data kills model performance. I'll take your raw text data and return a clean, structured, ready-to-train dataset the right way.
What's included:
- Text cleaning (lowercasing, punctuation, HTML/URL removal)
- Tokenization and lemmatization (spaCy or HuggingFace tokenizers)
- Stop word removal and deduplication
- Train/validation/test split with stratification
- Label encoding and class balance check
- Delivered as clean CSV or HuggingFace Dataset format
FAQ
What file formats do you accept?
I accept CSV, Excel (XLSX), JSON, TXT, and other common text dataset formats. If you're unsure, send me a message before ordering.
What preprocessing tasks are included?
Depending on your package, I can perform text cleaning, HTML/URL removal, punctuation removal, deduplication, stop word removal, tokenization, lemmatization, label encoding, class balance checks and train/validation/test splitting.
What format will my processed dataset be delivered in?
I can deliver your processed data as CSV, JSON or a Hugging Face Dataset, based on your preference.
Can you prepare datasets for Hugging Face model training?
Yes. I can preprocess and format datasets so they are ready for training or fine-tuning Hugging Face Transformer models.
Can you work with large datasets?
Yes. Premium packages support large datasets. If your dataset contains hundreds of thousands or millions of rows, please contact me before placing an order so we can discuss the requirements.
Will you train a machine learning model as part of this gig?
No. This gig focuses on preparing and preprocessing NLP datasets. If you also need model training or deployment, please check my other Fiverr gigs or contact me for a custom offer.

