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You will get I will evaluate and validate AI-generated code and technical outputs

Derek G.Status: Offline
Derek G. Derek G.
Preview imagePreview imagePreview imagePreview imagePreview image

Let a pro handle the details

Buy Generative AI services from Derek, priced and ready to go.
Derek G.Status: Offline
Derek G. Derek G.
Preview imagePreview imagePreview imagePreview imagePreview image

Let a pro handle the details

Buy Generative AI services from Derek, priced and ready to go.

Project details

You will get a structured, evidence-based evaluation of your AI-generated code, focused on correctness, reliability, and reproducibility. I review the original requirements, execute the code when feasible, test normal and edge cases, identify logic or dependency issues, and compare actual behavior with expected results.

My evaluation goes beyond surface-level code review: I verify outputs through execution and testing, classify defects clearly, and provide actionable findings so you know what works, what fails, and what should be improved.
AI Algorithms
Large Language Model, Transformer Model
AI Applications
AI-Generated Code, Anomaly Detection, Natural Language Generation, Natural Language Understanding, Synthetic Data Generation
AI Development Language
Python
AI Models
ChatGPT, GPT-4, OpenAI Codex
What's included
Service Tiers Starter
$45
Standard
$95
Advanced
$185
Delivery Time 2 days 4 days 6 days
Number of Revisions
122
AI Model Integration
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Batch Normalization
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Database Integration
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Detailed Code Comments
Image Upscaling
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MLOps
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Model Deployment
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Model Documentation
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Model Monitoring
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Model Testing & Optimization
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Model Tuning
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Natural Language Processing
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NLP Tokenization
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Pre-Training
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Prompt Engineering
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Setup File
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Source Code
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Optional add-ons You can add these on the next page.
Fast Delivery
+$20 - $60
Additional Revision
+$15
Extra AI Code Evaluation (+ 2 Days)
+$30

Frequently asked questions

Derek G.Status: Offline

About Derek

Derek G.Status: Offline
AI Evaluator & Data Analyst | Python, Statistics & Modeling
Shanghai, China - 9:27 pm local time
I’m an AI Evaluator and Data Analyst with a background in Applied Mathematics and Systems Analysis & Integration. I specialize in Python, statistics, mathematical modeling, data validation, and AI-generated output evaluation.

• AI Evaluation: Hands-on experience reviewing AI-generated code, execution results, edge cases, and model outputs through Centific / OneForma
• Data Analysis: Built a Python-based retail analytics workflow using 1M+ transaction records, covering data cleaning, KPI analysis, reconciliation, and validation
• Technical Skills: Python, Pandas, NumPy, SQL, Excel, statistics, and mathematical modeling
• Bilingual EN/CN: IELTS 6.0 and CET-6, with experience handling English technical materials and bilingual tasks

I focus on accurate, reproducible, and evidence-based results and can support projects involving AI evaluation, data analysis, statistical modeling, and quantitative research.

Steps for completing your project

After purchasing the project, send requirements so Derek can start the project.

Delivery time starts when Derek receives requirements from you.

Derek works on your project following the steps below.

Revisions may occur after the delivery date.

Review Requirements & Code

I review the original task, expected behavior, AI-generated code, dependencies, and acceptance criteria before testing.

Reproduce & Execute

I set up the required environment where feasible, run the code, and compare actual execution behavior with the expected output.

Review the work, release payment, and leave feedback to Derek.