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I’m ready to expand our large-language-model program and need a subject-matter expert who can take ownership of several core stages in the pipeline. Day to day, you will be: • Performing meticulous data annotation and labeling that meets our internal consistency checks • Creating clean, diverse training datasets that follow provided schema and privacy guidelines • Producing clear written documentation and task-specific guidelines; light accounting or admin updates that log progress, hours, and dataset statistics The work calls for sharp logical reasoning, strong analytical thinking, and polished written English. Prior hands-on experience with data annotation, AI training, LLM evaluation, or similar projects is essential; I’ll ask to see concrete examples or references. A bachelor’s degree in Computer Science, IT, or a closely related field is required. Tools you’re likely to touch include Python, CSV/JSON editors, basic SQL, and annotation platforms such as Label Studio or Prodigy—feel free to mention any others you excel in. Availability is key: please outline the number of hours you can commit per week and any time-zone constraints. If this aligns with your background and schedule, attach your CV or portfolio and let me know when you can start.
Project ID: 40566699
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80 freelancers are bidding on average $22 USD/hour for this job

I am an AI Training & Evaluation Specialist with a Bachelor's degree in Computer Science, offering extensive experience in data annotation and large-language-model evaluation. My expertise involves creating structured training datasets and ensuring data privacy, which aligns with the core stages of your project. My hands-on experience with annotation tools such as Label Studio and Prodigy, combined with proficiency in Python, SQL, and data formats like CSV and JSON, equips me to handle the technical aspects of this role efficiently. I have consistently delivered projects requiring meticulous attention to detail and strong analytical skills, ensuring internal consistency and quality. Currently, I am available to dedicate 30 hours per week, operating from a GMT-compatible time zone, facilitating seamless collaboration. I am ready to begin promptly and would be interested in discussing the specifics of your program further. Please let me know how we can proceed with discussing this opportunity.
$20 USD in 40 days
8.4
8.4

Hi I am experienced LLM and large data analyst of all types of raw data.I will provide my previous project output in the chat box.I have expertise in python,Matlab, excel ,power bi and sql for all types of data analysis.
$25 USD in 40 days
5.3
5.3

Hello! I understand you're looking for an AI specialist with hands-on experience in data annotation, LLM training, and dataset preparation to take ownership of key stages in your AI pipeline. I have experience working with AI workflows, structured data processing, Python, SQL, JSON/CSV datasets, and annotation platforms, with a strong focus on data quality, consistency, and documentation. I can produce high-quality labeled datasets, create clear annotation guidelines, track project metrics, and support model evaluation while adhering to privacy and schema requirements. I'm available to start immediately, can commit to a consistent weekly schedule, and would be happy to share my CV, portfolio, and relevant project experience. Regards, Davide
$20 USD in 40 days
4.9
4.9

Hello Client, This is definitely possible. I can see you need someone to take ownership of data annotation, dataset creation, and documentation for your LLM program — with sharp logical reasoning, strong written English, and hands-on experience with tools like Python, CSV/JSON, SQL, and annotation platforms. I'm confident I can deliver clean, consistent training data that meets your quality checks, while keeping clear progress logs and documentation. Thank you, Ayaz Akhtar
$15 USD in 40 days
5.1
5.1

Hi, I have experience supporting LLM data workflows, including data annotation, dataset preparation, prompt/response evaluation, documentation, and quality review. I can help create clean, structured training datasets, maintain clear task guidelines, and support progress tracking with strong attention to detail and consistency. Best regards, Shakila Naz
$15 USD in 40 days
5.0
5.0

The biggest failure mode you called out—meticulous data annotation slipping into inconsistency—is also the one that quietly destroys LLM quality downstream. Because your brief emphasizes internal consistency checks, schema adherence, and clear task guidelines, my first priority would be to lock the labeling rules and QA loop so edge cases never mutate into model drift. Approach: audit any existing schema and a 500–1,000 record sample, then produce a concise annotation spec and task templates for Label Studio or Prodigy. Run a pilot batch with inter-annotator agreement checks, automated validation scripts (Python) against the schema (JSON/CSV), and a lightweight adjudication workflow. Parallel deliverables: cleaned training datasets (JSONL/CSV), dataset statistics and quality dashboard, written annotation guidelines, and weekly progress + hours logs. Key risk areas I’ll address early: ambiguous labels, privacy-sensitive tokens, and labeler onboarding consistency. Relevant project: Program Pro — an AI coaching SaaS where I built the input/feedback loop, generated and normalized training data, and authored the documentation that let nontechnical coaches label session feedback. The similarity is the need to convert heterogeneous human inputs into a reliable schema and keep the feedback loop tight for model updates. Bulleted specifics: - Rate: $20/hr; proposed commitment: 25 hours/week with core overlap 9:00–13:00 UTC - Tools: Python, Label Studio, Prodigy, CSV/JSON editors, basic SQL; familiar with producing JSONL for LLM fine-tuning - Qualification: BS in Computer Science; portfolio/CV attached Can you share a small sample dataset and any existing annotation guidelines or a Label Studio/Prodigy project invite so I can scope a 1-week pilot and estimate total hours to deliver an MVP dataset?
$20 USD in 7 days
4.8
4.8

Hi there, Thank you for sharing your need for an AI Training & Evaluation Specialist. We are DemiVision, LLC—a dedicated team with extensive experience in data annotation, AI model development, and large language model (LLM) evaluation. We appreciate your focus on meticulous data handling, clear documentation, and robust analytical skills. Your requirements align closely with our expertise. Our team members hold advanced degrees in Computer Science and related fields, and we have successfully managed end-to-end annotation and LLM training pipelines for clients in both research and commercial sectors. We are well-versed in Python, statistical analysis (including SPSS), and advanced data management tools. We have hands-on experience with annotation platforms such as Label Studio, Prodigy, and other custom solutions, ensuring data integrity and privacy at every stage. To meet your objectives, we propose a structured approach: - Consistently perform detailed data annotation and labeling in accordance with your internal standards - Curate and validate diverse training datasets while strictly adhering to your schema and privacy protocols - Maintain comprehensive documentation, including clear task guidelines and transparent progress logs - Provide regular updates on dataset statistics and deliverables, ensuring full traceability and accountability We pride ourselves on logical reasoning, clear communication, and adaptability. Depending on your needs, we can commit a flexible number of weekly hours, and our global team can accommodate a range of time zones to ensure seamless collaboration. We would be happy to provide concrete work samples and references upon request. Please let us know your preferred next steps, and we are ready to begin as soon as needed. Best regards, DemiVision, LLC
$20 USD in 10 days
4.6
4.6

Hello, I understand the need for an AI Training & Evaluation Specialist who can meticulously perform data annotation, create clean training datasets, and produce clear documentation. For your project, my plan is to first ensure consistent data labeling using tools like Python and annotation platforms such as Label Studio. Next, I will focus on creating diverse training datasets following the provided schema and privacy guidelines, utilizing CSV/JSON editors and basic SQL. Finally, I will produce detailed documentation and guidelines to track progress and dataset statistics efficiently. Two concrete deliverables I will provide are meticulously annotated and labeled datasets meeting internal consistency checks and comprehensive written documentation with task-specific guidelines. One thing I'd like to confirm before we start: Are there any specific privacy guidelines or schema requirements that need to be prioritized during the data annotation process? Let's discuss further how my expertise can benefit your project. Regards, Imran
$15 USD in 40 days
4.1
4.1

Dear Ashwani, Your project for an AI Training & Evaluation Specialist immediately caught my eye. With my background in Python and hands-on experience with data annotation platforms like Label Studio, I'm confident I can significantly contribute to your LLM program. My approach will be to first thoroughly understand your schema and privacy guidelines. I'll then dive into meticulous data annotation, ensuring high consistency and diversity in the training datasets. I'll maintain clear documentation throughout, logging progress and dataset statistics diligently. I can commit 20-30 hours per week, with flexibility across time zones. I have attached my CV for your review, which includes concrete examples of relevant projects. I'm eager to get started and help you expand your LLM capabilities. Let's schedule a brief chat to discuss this further.
$20 USD in 7 days
4.1
4.1

I've done data annotation and dataset curation for LLM training before—the part that usually determines quality isn't the labeling itself, it's having clear edge-case guidelines so different annotators don't interpret the same schema differently. I'm comfortable with JSON/CSV workflows and have used Label Studio, though I can pick up Prodigy quickly if that's your preferred tool. I'd start by reviewing your existing schema and privacy guidelines, then run a small pilot batch with a few sample items to surface any ambiguities before scaling up. I'll track my progress in a shared log with timestamps and any schema questions that come up. I can commit 20–25 hours per week, available during US business hours (EST). I'm happy to start within 48 hours of confirmation. If we're aligned, I can outline the implementation phases before kickoff. Best regards Mojjammil
$20 USD in 40 days
4.1
4.1

Hello!, I am a US-based senior software engineer(frontend, backend, ecommerce, etc) with 15 years of experience in Python, statistics, SPSS, data science, and LLM evaluation. I read your description carefully and it’s clear you need someone who can help expand your large-language-model program with real attention to quality, consistency, and measurable results. That’s exactly how I work. My approach is simple: 1) review your current goals and evaluation criteria 2) build or refine a practical scoring framework 3) test outputs for accuracy, edge cases, and failure patterns 4) turn the findings into clear recommendations you can act on right away I’ve worked on AI automation, data analysis, and production systems where precision matters, so I can handle both the technical and analytical side without wasting time. Could you please clarify the following questions to help me better understand the project? 1) What should be evaluated first: factual accuracy, helpfulness, safety, tone, or task completion? 2) Do you already have a rubric and test set, or should I help create them? 3) What tools are you using now, and do you need results in a specific format? If helpful, I can share relevant work examples from LLM evaluation dashboards, Python analysis pipelines, and AI QA tools I’ve built for SaaS and fintech projects. James Zappi
$50 USD in 7 days
3.9
3.9

Hello, Your project to scale LLM capabilities by refining data annotation, dataset creation, and evaluation is right in my wheelhouse. With hands-on experience working on AI chatbot development and prompt engineering for OpenAI and Claude, I’ve managed full pipelines—from sourcing and curating diverse textual datasets to designing annotation workflows using Python and Label Studio. I’m well-versed in maintaining high data quality and consistency, having implemented schema validation, privacy standards, and rigorous review steps on similar projects. I approach tasks methodically: first aligning with your guidelines, then iteratively annotating and validating data using tools like Python scripts, custom SQL queries, and annotation platforms. I prioritize clear, actionable documentation for both process and progress, ensuring transparency for you and any future collaborators. My background in statistical analysis and data science allows me to monitor dataset metrics and support model evaluation with meaningful insights. I’m comfortable handling light admin work, and am diligent in tracking hours and dataset stats. With a Bachelor’s in Computer Science and a focus on applied AI, I can dedicate up to 20 hours per week with flexible availability to match your schedule. If you’d like, I’m happy to share portfolio examples that demonstrate my approach to LLM data pipeline challenges. Let’s discuss your goals and how I can help move your program forward. Best regards, Gabriel
$20 USD in 10 days
3.6
3.6

Hi, I can develop your large-language-model program to enhance your data annotation and training processes. The best solution is to implement a structured pipeline that ensures accurate data labeling and consistent internal checks, utilizing Python for data manipulation and annotation tools like Label Studio for efficiency. I'm comfortable with CSV/JSON formats and SQL, ensuring that the datasets are clean and diverse while following your privacy guidelines. The solution will be practical and reliable, focusing on producing clear documentation and maintaining thorough progress logs. Deliverables will include annotated datasets, detailed documentation, and guidelines for future tasks, along with any necessary setup instructions for smooth operations. I'm ready to commit [insert number] hours per week and can start [insert availability]. Looking forward to collaborating on this project.
$20 USD in 40 days
2.6
2.6

With extensive experience in data science and AI, I am well-equipped to handle meticulous data annotation, dataset creation, and documentation for your large-language-model program. My background includes practical knowledge of Python, SQL, and annotation platforms such as Label Studio, enabling me to produce high-quality training datasets that adhere to schema and privacy standards. I understand the importance of clear documentation and task guidelines, ensuring smooth project execution. I am available for 10 hours per week, flexible with time zones, and ready to start immediately. My portfolio includes similar AI training projects, demonstrating my capability to take ownership of core pipeline stages. I look forward to contributing my sharp analytical reasoning and strong English communication skills to support your model expansion.
$20 USD in 10 days
2.6
2.6

Drawing on my broad portfolio of skills and robust experience, I am confident that I bring the right blend of technological proficiency and business acumen for your project. As a seasoned AI/ML Engineer, I have worked extensively with Python, SQL, TensorFlow, PyTorch, BERT, LLMs, and Generative AI -- all skills that are intricately connected with the work you need done. My familiarity with tools such as Label Studio and Prodigy ensure I can hit the ground running and deliver high-quality labeling that aligns perfectly with your requirements. In addition to technical prowess, my track record demonstrates a strong focus on outcomes rather than mere implementation. This approach ensures each technical decision contributes directly to your businesses' growth objectives. Your project's emphasis on meticulous data annotation, creation of clean datasets, and clear documentation resonates well with my data-driven mindset and strong analytical thinking. Finally, my Azure OpenAI and Databricks expertise paired with cognitive search knowledge positions me to provide you invaluable insights through advanced analytics and business intelligence—the kind of insights your project will greatly benefit from. Should you select me for the task, availability is not something you will have to worry about. I look forward to bringing my unique blend of skills and results-oriented mentality to automate your AI training and evaluation processes meaningfully.
$19 USD in 40 days
2.7
2.7

Hi Your project AI Training & Evaluation Specialist aligns perfectly with my expertise in AI and automation. I can help design, build, and deploy intelligent systems using AI Agents, n8n, OpenAI, API integrations, workflow automation, and chatbot solutions. I prioritize clean implementation, reliability, and long-term scalability while ensuring clear communication throughout the project. My solutions are designed to save time and improve business efficiency. Let's discuss how I can help bring your project to life. Best Regards, Naseeb A.
$15 USD in 22 days
3.2
3.2

Hello! We have previously worked on LLM training, AI data annotation, model evaluation, RAG systems, and enterprise AI solutions, and we can share relevant experience with you. We have 10+ years of experience in AI and Full Stack Development with expertise in Python, LLM evaluation, data annotation, dataset preparation, prompt engineering, SQL, JSON/CSV processing, and AI workflow automation. We specialize in creating high-quality training datasets, evaluating AI models, and maintaining consistent documentation for production-grade AI systems. Key Expertise: • LLM Training & Evaluation • AI Data Annotation & Labeling • Dataset Preparation & Validation • Prompt Engineering • Python Development • SQL & Data Processing • JSON/CSV Data Management • Label Studio & Annotation Tools • AI Quality Assurance • Documentation & Guidelines • Workflow Automation • Analytical Problem Solving We can support your AI training pipeline by delivering accurate data annotation, high-quality dataset creation, LLM evaluation, documentation, progress reporting, and quality validation while ensuring consistency, privacy compliance, and scalable workflows for your AI models. Thank you, Invoke Tech
$20 USD in 40 days
4.6
4.6

My laptop and data labels have argued before; the labels won. Hello Sir, I’d be excited to support your LLM program with careful annotation, clean dataset building, and clear documentation. I recently worked on a similar AI evaluation pipeline for a document intelligence project, where I handled labeling rules, CSV/JSON cleanup, and progress logs with the team. The setup was close to your work: strict schema, privacy checks, and weekly reporting. The hardest parts were keeping labels consistent across a growing dataset, making sure edge cases did not break the schema, and keeping updates easy for non-technical stakeholders. I solved this by writing simple guidelines, doing regular spot checks, and keeping short review notes for every batch. I can also work with Python, basic SQL, Label Studio, and Prodigy. I’m comfortable with documentation, light admin updates, and clear written English. I can commit 30 hours per week, and I can start right away. If helpful, I can also suggest a small QA checklist for annotation quality and a simple tracking format for dataset stats so the workflow stays clean as it grows. Let’s make the model smarter without making the spreadsheet cry. Cody
$19 USD in 25 days
0.0
0.0

I understand that you're looking for an AI Training & Evaluation Specialist to take ownership of data annotation, create diverse training datasets, and produce clear documentation while ensuring consistency and privacy. I’m confident in my ability to deliver on these requirements effectively. Here's my proposed plan to meet your needs: - Conduct meticulous data annotation and labeling using Label Studio or Prodigy to ensure consistency. - Develop clean training datasets in CSV/JSON formats, adhering to your schema and privacy guidelines. - Create comprehensive documentation and task-specific guidelines to support the team. - Log progress and dataset statistics with basic SQL for transparent tracking. - Utilize Python for any necessary data manipulation or automation tasks. I can commit 20-25 hours per week and am available to start immediately. I’m located in [Your Time Zone], allowing for flexible communication. Could you please clarify any specific metrics or KPIs you want to track in the documentation? Looking forward to the opportunity to work together. Best, Artem
$15 USD in 40 days
0.0
0.0

Hello, the post points to meticulous data preparation and clear documentation as key priorities-that's a solid foundation for any LLM program. Producing clean, consistent datasets and the associated guidelines is an area Edgardo handles well. We've focused on similar precision with RAG systems and LLM evaluation in the past, ensuring data consistency for impactful results. The deliverables outlined are well within familiar territory, and I have specific experience with Python for data pipelines and JSON structures. Open to discuss details and next steps whenever you're ready-thank you.
$15 USD in 40 days
0.0
0.0

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