Phoenix - Your AI AssistantClean, prepare and format your AI fine-tuning dataset into JSONL
Delivery in
3 days
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What you get with this Offer
I will clean and format AI fine-tuning datasets into JSONL using Python, ready for LLM training, instruction tuning, and custom AI models.Need your training data prepared for AI fine-tuning?
I will clean, structure, validate and convert your dataset into a properly formatted JSONL file ready for your fine-tuning workflow.
What I will do:
• Clean and normalize your training data
• Remove duplicate or problematic records
• Identify incomplete or malformed examples
• Structure instruction/input/output or prompt/response pairs
• Convert your dataset into JSONL format
• Validate JSON/JSONL formatting
• Check for common data-quality issues
• Provide a brief dataset quality summary
You will receive:
✓ Cleaned and structured dataset
✓ Validated JSONL file
✓ Dataset quality report
✓ Notes about detected data issues
✓ Basic Python preprocessing script when applicable
Suitable for:
• LLM fine-tuning
• Instruction tuning
• Chatbot training data
• Custom AI assistants
• NLP training datasets
• Generative AI workflows
This Offer covers dataset preparation, cleaning, validation and formatting. It does not include full model training, GPU/cloud costs, model deployment or hosting.
Please provide your dataset and explain your intended fine-tuning use case before work begins.
I will clean, structure, validate and convert your dataset into a properly formatted JSONL file ready for your fine-tuning workflow.
What I will do:
• Clean and normalize your training data
• Remove duplicate or problematic records
• Identify incomplete or malformed examples
• Structure instruction/input/output or prompt/response pairs
• Convert your dataset into JSONL format
• Validate JSON/JSONL formatting
• Check for common data-quality issues
• Provide a brief dataset quality summary
You will receive:
✓ Cleaned and structured dataset
✓ Validated JSONL file
✓ Dataset quality report
✓ Notes about detected data issues
✓ Basic Python preprocessing script when applicable
Suitable for:
• LLM fine-tuning
• Instruction tuning
• Chatbot training data
• Custom AI assistants
• NLP training datasets
• Generative AI workflows
This Offer covers dataset preparation, cleaning, validation and formatting. It does not include full model training, GPU/cloud costs, model deployment or hosting.
Please provide your dataset and explain your intended fine-tuning use case before work begins.
What the Freelancer needs to start the work
Please provide:
1. Your training dataset in CSV, Excel, JSON, TXT or another supported format.
2. The AI model or platform you intend to fine-tune.
3. Your intended use case for the dataset.
4. Your preferred training-data format, if already specified.
5. A sample of the expected input/output or instruction/response structure, if available.
6. Any specific records, fields or data that should be included or excluded.
If you are unsure about the required JSONL structure, simply provide your dataset and explain your intended use case.