You will get I will design AI data validation workflow for clean production output
Project details
I will clean, validate, and prepare your dataset using AI-based workflows, ensuring high accuracy, zero errors, and machine-ready output. My process includes duplicate removal, semantic validation, QA checks, and final clean export (CSV/JSON). Fast delivery and 100% quality-focused.
Machine Learning Tools
ChatGPT, Google Sheets, GPT-3, NLTK, Python, scikit-learnWhat's included
| Service Tiers |
Starter
$20
|
Standard
$35
|
Advanced
$60
|
|---|---|---|---|
| Delivery Time | 1 day | 1 day | 2 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 0 | 0 | 0 |
Number of Scenarios | 0 | 0 | 0 |
Number of Graphs/Charts | 0 | 0 | 0 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | ||
Source Code | - | - |
Frequently asked questions
About Sajid
AI Data QA & Validation Specialist | LLM Evaluation |
Kandiaro, Pakistan - 8:15 pm local time
My background includes dataset cleaning, annotation, semantic correction, text normalization, and LLM output evaluation. I build workflows that reduce manual review effort and make datasets more reliable for model training.
What I Do
Data cleaning & structuring
Semantic validation & correction
Tokenization, enrichment & deduplication
Rule-based QA checking
Workflow & pipeline design
LLM output evaluation & QA
My approach
I focus on building clean pipelines that remove errors, duplicates, and inconsistencies while keeping processing fast and accurate. This helps clients get ML-ready datasets with minimal manual review.
Why clients hire me
✔ Expert in structured data workflows
✔ Zero-error quality mindset
✔ Clean & production-style outputs
✔ Fast delivery
✔ Strong logic and communication
If you need accurate datasets, high-quality validation, and reliable AI data workflows, I can help.
Length check:
Not too long
Not too short
Professional but simple
Purely based on your actual CV skills
Steps for completing your project
After purchasing the project, send requirements so Sajid can start the project.
Delivery time starts when Sajid receives requirements from you.
Sajid works on your project following the steps below.
Revisions may occur after the delivery date.
I clean, validate & structure your data using AI workflow.
AI-based cleaning Validation rules Structured output
Final clean CSV/JSON delivered with revisions if needed.
CSV / JSON ready Optional revisions Fast delivery