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$30/hr
87%
Job Success
$7K+ earned
Offers consultations
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Hi myself aman kumar,
A graduate of IIT Kharagpur and Top rated at Upwork, I am a skilled Data Scientist and AI / ML / LLM / GenAI Engineer with multiple years of experience, I've successfully contributed to startups, building scalable software solutions. As a graduate of IIT Kharagpur, I bring a solid academic foundation to my practical skills. My background includes impactful projects in Natural Language Processing , Computer Vision and Time-Series Analysis, demonstrating a deep understanding of complex data domains. With a network of skilled engineers, our project is uniquely positioned for success, marked by innovation, reliability, and impactful outcomes.
I am proficient in:
✅ Data Science , Machine Learning and Deep Learning:
● Classification and Regression tasks
● Unsupervised tasks (Clustering , Association ...)
✅ n8n & Intelligent Workflow Automation
● End-to-End Workflow Automation (CRM, Marketing, Support, Data ETL)
● Integration with AI Models, APIs, Webhooks & Databases
● Event-Driven Automation: Triggering AI tasks in response to data changes
● Custom Automations: Data prep, Alerts, Reporting, Scheduling, Slack/Email
● Orchestration of complex business logic using n8n nodes & JavaScript
Tech Stack: n8n, JavaScript, REST/GraphQL APIs, Postgres, Airtable, Slack/Email/S3, Webhooks
✅ Time-series prediction
● Time Series Analysis (ARIMA, SARIMA, Prophet ...)
● Time Series Forecasting (Single Step , Multi-Step forecasting)
● Time Series Classification
● Hierarchical Time Series Forecasting
● Demand Forecasting using ML regression models (LightGBM, Random Forest, XGBoost ...)
✅ Natural Language Processing (NLP) and LLMs:
● Text classification (including Sentiment Analysis, Aspect-Based Sentiment Analysis)
● Named Entity Recognition (NER, automatic extraction of relevant entities, like names, locations, dates, etc)
● Chat-Bots (Deep Learning or Rule-Based chat-bots for various domains)
● LLM Fine-Tuning: Expertise in fine-tuning LLMs (large language models) like GPT-3, GPT-4, Llama, T5 etc for specific tasks and domains, leveraging transfer learning to improve model performance on niche datasets.
✅ Computer Vision (CV):
● Image Classification
● Object Detection (YoLo)
● Instance segmentation / Semantic Segmentation (Mask R-CNN)
● Optical Character Recognition (OCR)
🎓 Advanced proficiency in the following domains,
✦ Model Deployment
✦ Model Training
✦ Model Fine-tuning
✦ Knowledge Extraction
✦ Ad Hoc Structured Data Query
✦ AI Voice/Speech Agents
✦ RAG Enhancement
✦ Generative AI / Gen AI
✦ Prompt Engineering
✦ Long Term Memory and Continual Learning
✦ Performance Analysis
✦ LLM Evaluation
✅ Full-Stack Development:
● Backend (FastAPI, Flask, Django, django-rest-framework, Node.js, JavaScript, PHP, Yii Framework)
● Frontend (Vue.js, React.js)
● WordPress
● CI/CD (Docker, docker-compose, Kubernetes, k8s, Ansible, Terraform)
● Databases (PostgreSQL, MySql, MongoDB, OracleDB, ArangoDB, ClickHouse, GraphDB)
● AMQ (Celery, RabbitMQ)
💼 Some mainstream industries and business domains that I have worked with,
✦ CRMs
✦ Healthcare
✦ Operations
✦ Education, Edtech
✦ Legal (Regulation, Compliance)
✦ Real Estate
✦ Retail & E-commerce
✦ Travelling and Hospitality
Frameworks: SpaCy, HuggingFace, Transformers, NLTK,LangChain, PyTorch, TensorFlow, Keras, DarkNet, Detectron, Detectron2, Fast.ai
Annotation platforms: Doccano, ProdiGy, Clarifai, CVAT, Clarifai
Architectures: BERT, LongFormer, GPT-3, RAG, GPT-4, GPT-4o
Domains: MedTech, E-Commerce, HRM, AD-tech, Medical Imaging, CCTV (surveillance), NFT, LegalTech (document analysis)
Technical skills:
Python, Javascript, Go, Java, Spring Boot, Gradle, Node.js, react.js, react native, Android Studio, ios app developer, swift, Angular, Tensorflow, Keras, NumPy, Serverless Frameworks, Docker, Terraform, Ansible, Kubernetes, Jenkins, Spinnaker, GitOps, DataOps, AWS. GCP, Azure, JAMstack, GraphQL, MEAN Stack, React, Redux, ES6, Express, MongoDB, Redis, Linux, Etcd, Consul, Kinesis, Redshift, DynamoDB, Spark, Hadoop, Kafka, PostgreSQL, MySQL, ELK, Sass, Webpack, Gulp, Git, Ethereum, Solidity, OpenZeppelin, Truffle, Flask, Django, MCP , Teradata MCp, Flowise, n8n.
Key Highlights:
⭐️ Available 7 days a week
⭐️ Fluent in English
⭐️ Fast response time
⭐️ Give updates daily
⭐️ Long-term project support
⭐️ Upwork Top Rated
⭐️ 100% Job Success Score
Thanks for your consideration!
Aman K.
has worked
.
Associated with
TRIKRUPA TECHNOLOGIES
$900+
earned
$12/hr
100%
Job Success
$7K+ earned
Offers consultations
Start of list.
End of list.
Looking for a reliable Virtual Assistant, AI Data Annotator, WordPress Administrator, or Data Entry Specialist who delivers accurate, high-quality work and communicates professionally?
You're in the right place. ✅
With 8+ years of professional experience, I help startups, AI companies, agencies, researchers, and growing businesses streamline their daily operations through Virtual Assistance, AI Data Annotation, Data Entry, WordPress Management, Web Research, and Administrative Support.
I focus on delivering accurate results, meeting deadlines, and providing long-term support that helps businesses operate more efficiently.
Why Work With Me?
✅ 8+ Years of Professional Experience
✅ Top-Rated Freelancer
✅ Experience with AI Companies, Universities & Enterprise Organizations
✅ Fast Response & On-Time Delivery
✅ Detail-Oriented & Quality Focused
✅ Reliable Long-Term Partner
*𝗠𝘆 𝗖𝗼𝗿𝗲 𝗦𝗲𝗿𝘃𝗶𝗰𝗲𝘀*
✅ AI Data Annotation | AI Data Labeling | AI Evaluation
- AI Data Annotation
- Data Labeling
- Image Annotation
- Text Annotation
- Audio Annotation
- Audio Transcription
- AI Response Evaluation
- Search Relevance Evaluation
- OCR Validation
- PII Annotation
- Bounding Box Annotation
- Quality Assurance (QA)
- Human Feedback for AI Models
- LLM Evaluation
- English & Arabic Annotation
- Translation
- Data Quality Review
✅ 𝙑𝙞𝙧𝙩𝙪𝙖𝙡 𝘼𝙨𝙨𝙞𝙨𝙩𝙖𝙣𝙩
- Administrative Support
- Executive Assistance
- Email Management
- Calendar Management
- File Organization
- Internet Research
- Web Research
- CRM Management & Updates
- Data Collection
- Task Coordination
- Project Support
- Customer Support
- Presentation Design (PowerPoint & Google Slides)
- Social Media Graphics
- Adobe Photoshop
- Adobe Illustrator
- Image Editing
- Background Removal
✅ Virtual Assistant | Administrative Support
- WordPress Content Management
- Page & Post Publishing
- Content Formatting
- Media Uploads
- WooCommerce Product Uploads
- Website Updates
- Basic SEO Formatting
✅Data Entry | Excel | Word
- Microsoft Excel
- Google Sheets
- Microsoft Word
- PDF Conversion
- PDF Editing
- Copy-Paste Tasks
- Data Collection
- Data Cleaning
- Spreadsheet Organization
- Database Updating
- Excel Formulas & Functions
- Google Sheets Automation
- Excel Automation
- Automated Reports
- Data Validation
- Workflow Automation
✅ Research & Documentation
- Online Research
- Market Research
- Lead Research
- Data Collection
- Report Formatting
- Document Preparation
- Experience
💼 AI Data Annotator | AI Evaluator | AI Trainer
Worked on AI training, data annotation, search relevance, response evaluation, quality assurance, and large-scale language model projects with companies such as:
- Alignerr
- Innodata
- Appen
- Skyfall AI
- OneForma
💼 Teaching Assistant & Researcher
Prepared academic research, presentations, administrative reports, documentation, and educational materials at Qena University.
💼 Data Analyst & Business Report Writer
Prepared business reports, analyzed financial and operational data, conducted customer documentation, and supported credit evaluation processes at the National Bank of Egypt.
Why Clients Choose Me
✔ Detail-Oriented
✔ Accurate Data Handling
✔ Fast Turnaround
✔ Excellent Communication
✔ Problem Solver
✔ Quick Learner
✔ Reliable Long-Term Support
✔ High-Quality Standards
If you're looking for a dependable Virtual Assistant, AI Data Annotator, Data Labeling Specialist, WordPress Administrator, Data Entry Expert, Excel Specialist, or Web Researcher, I'd be happy to help.
📩 𝘾𝙡𝙞𝙘𝙠 𝙄𝙣𝙫𝙞𝙩𝙚 𝙖𝙣𝙙 𝙡𝙚𝙩'𝙨 𝙙𝙞𝙨𝙘𝙪𝙨𝙨 𝙮𝙤𝙪𝙧 𝙥𝙧𝙤𝙟𝙚𝙘𝙩.
Best regards,
Mahmoud M. Hamed
Mahmoud M.
has worked
.
$12/hr
80%
Job Success
$9K+ earned
Offers consultations
Start of list.
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👤 ABOUT ME
Virtual Assistant and Data Entry Specialist with 4+ years of experience using tools like Excel, Google Sheets, ChatGPT, Canva, Notion, and YouTube SEO strategies. I support busy entrepreneurs and small teams by organizing their workflow, automating tasks, and delivering fast, accurate results.
I’m the kind of freelancer who dives in, learns new tools on the fly (Trello, ClickUp, CRMs), and figures out smart, tech-powered ways to get things done efficiently.
🔍 What I Can Help With
Data Entry & Cleanup (Excel, Google Sheets)
YouTube Channel Management & SEO
AI Automation (ChatGPT Prompting, Simple Zapier Flows)
Internet Research & Lead Generation
File Conversion (PDF to Excel, Word, etc.)
Virtual Assistance (Inbox & Calendar Management, Task Tracking)
Content Support (Basic Canva graphics, script formatting)
🛠️ Tools I Use or Adapt To Easily
Excel, Google Sheets, Canva, Notion, ChatGPT, YouTube Studio, ClickUp, Trello, Airtable, basic Zapier, and more. I’m a fast learner and can adapt to client systems quickly.
🚀 My Work Style
Proactive, reliable, and organized. I act like a mini-COO: keeping things moving, solving problems, and making your day easier. I work best when I’m helping build or support systems that scale.
💼 My Goal
I'm open to short- or long-term virtual assistant and tech-support roles starting from $10/hour. I'm here to help clients who value speed, smart thinking, and results - not handholding.
📩 Let’s Work Together
Need a sharp, tech-savvy virtual assistant who can do more than just follow steps? I’d love to chat.
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(„• ֊ •„)
━O━O────────────────────────── ⋆⋅☆⋅⋆ ──────────────────────────────
Abhi G.
has worked
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$20/hr
100%
Job Success
$2K+ earned
Start of list.
End of list.
I would love the opportunity to discuss how my experience in AI language evaluation, prompt engineering, commitment to excellence, and passion for linguistic accuracy could greatly benefit your project moving forward.
My freelance work has involved direct collaboration with notable companies like Uber, as well as projects with other major tech industry leaders through contracted partnerships.
I am currently freelancing to several AI software companies, where I am assisting them with very specific prompt engineering, both written and spoken for their language models. I do a lot of work on projects that require me to interact one-on-one with various chatbots through speech-to-text exchanges, as well as fine-tuning and creating detailed prompts for AI.
I excel in following direct, client-specific guidelines, I possess exceptional attention to detail, and can easily and quickly adapt writing styles to specific methodological needs.
With my extensive background in AI development, I am well aware of the critical importance of confidentiality and data security. Navigating through strict NDAs and security protocols has become second nature for me, and I go out of my way to ensure the protection of sensitive information while delivering exceptional results in the future.
One of my key achievements with a current client has been engineering AI-generated responses through carefully crafted prompts and feedback, ensuring the most authentic Australian accent production.
While I don't hold formal qualifications in linguistics, I have recently demonstrated C2 level English proficiency (scoring 84/100) on the CEFR scale, highlighting my high level of language mastery.
My passion for language, paired with my AI experience, creates a unique skill set that I am excited to bring to your team's projects.
Living in Perth, Western Australia, I have always worked remotely and thrive in such environments while maintaining strong team coordination and collaborative abilities.
Maria A.
has worked
.
$8/hr
71%
Job Success
$500+ earned
Start of list.
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Are you looking for someone who follows instructions carefully, enjoys structured work, and consistently delivers accurate results?
I help businesses complete research, process-driven tasks, QA testing, data entry, and administrative support with accuracy, organization, and attention to detail. I enjoy working with clear processes and take pride in delivering reliable results on time.
I specialize in supporting teams that need someone dependable to organize information, validate data, follow documented procedures, and complete repetitive tasks with consistency.
My experience includes:
• Research & Information Collection
• Data Entry & Data Validation
• QA & Usability Testing
• Mobile App Testing
• Google Sheets & Microsoft Excel
• Administrative & Process Support
• AI Dataset Support
• Brazilian Portuguese Localization
• Voice Recording Projects
Why clients enjoy working with me:
✔ Detail-oriented and highly organized
✔ Comfortable following SOPs and structured workflows
✔ Strong focus on accuracy and consistency
✔ Reliable communication and on-time delivery
✔ Fast learner who adapts quickly to new platforms and processes
I understand that many projects require more than simply completing tasks—they require someone who can carefully follow instructions, identify inconsistencies, and keep information organized without constant supervision.
If you're looking for a reliable professional who enjoys process-oriented work and is committed to delivering high-quality results, I'd be happy to support your team.
$15/hr
100%
Job Success
$30K+ earned
Start of list.
End of list.
Hi there,
Artificial Intelligence Hindi/ Roman Language expert is here for you to provide various types of language services at the appropriate rate. I'm giving various services like Transcription, Translation, Creative content, Proofreading, Subtitling, ASR data creation, AI Model Testing, Data Annotation, Transliteration Devanagari to Roman Hindi translation, and much more. In translation service, I can easily convert English to Hindi or Hindi to English in general translation. In proofreading, I can do accurate proofreading of Hindi or English transcripts and translations. I'm also able to do any type of data entry project with high accuracy. For more details contact me via message.
✨✨AREAS OF PROFICIENCY THAT I DO✨✨
✍︎ Audio/Video Transcriptions
✍︎ Hindi Transcription
✍︎ English Transcription
✍︎ Maithili Transcription
✍︎ Sanskrit Transcription
✍︎ Bhojpuri Transcription
✍︎ Medical Transcription
✍︎ Logo Design
✍︎ Photoshop
✍︎ Illustrator
✍︎ PDF to MS Word Conversion
✍︎ PDF to Excel Conversion
✍︎ Scanned Image to Word data conversion
✍︎ Scanned Image to Excel data conversion
✍︎ Spreadsheet Data Entry
✍︎ PDF Fillable Form
✍︎ HTML/Javascript
✍︎ Word Documentation
✍︎ Excel Work
✍︎ Handwritten Transcriptions
✍︎ Formatting & Layout work
✍︎ Data Entry
✍︎ Web Research/Keyword Research
✍︎ PDF Creation and Editing
✍︎ WordPress/Blogger management
✍︎ Translations(Hindi ⇌ English)
✍︎ AI Model Testing
✍︎ Data Annotation
✍︎ Transliteration/Devanagari to Roman Hindi translation
✍︎ Hindi Creative writing
✍︎ Hindi Proofreading
✍︎ Hindi Content Writing
✍︎ Hindi News writing
✍︎ Voice Over/Phrase Recording
✍︎ Image Annotation
✨✨ Looking for a long-term business relationship. ✨✨
✍︎ Flexible Timing
✍︎ Reasonable Cost.
✍︎ Highly quality output.
✍︎ Unlimited revisions
✍︎ 24x7 Available
✉ Contact me for more information regarding my services.
Shyam Kumar S.
has worked
.
$8/hr
90%
Job Success
$3K+ earned
Offers consultations
Start of list.
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28+ production AI systems built for real businesses. 100% Job Success Score.
If your business is losing leads to slow follow-ups, missed calls, or disconnected tools I build the AI automation systems that fix it. Not demos. Not tutorials. Production systems running in real business environments right now.
I specialize in n8n workflow automation, AI voice agents, RAG chatbots, WhatsApp automation, and GoHighLevel CRM systems. My systems handle lead qualification, appointment booking, follow-up sequences, and internal operations end to end, without constant supervision.
What I've built and deployed in production:
→ AI voice receptionist that answers calls 24/7, qualifies leads, and books appointments directly into GHL calendar
→ AI WhatsApp lead automation system for real estate brokers — conversations that convert while you sleep
→ RAG-based knowledge chatbot for a Netherlands recruitment company using Pinecone + OpenAI
→ AI insurance quote comparison tool extracts PDF data, compares plans via GPT-4, emails a report
→ Employee scheduling automation with GHL + Twilio SMS reminders
→ AI job search assistant with resume parsing and cover letter generation
→ Client onboarding automation GHL → ClickUp via n8n
What I build for you:
→ End-to-End n8n Workflow Automation
Lead capture → AI qualification → CRM update → follow-up → reporting. One connected system.
→ AI Voice Agents & Receptionists
24/7 voice AI built on Retell AI that answers calls, qualifies leads, and books appointments. Human-sounding. Always available.
→ AI WhatsApp Automation
Automated lead conversations, follow-ups, and appointment booking via WhatsApp Business API.
→ RAG Chatbots & AI Knowledge Assistants
Train AI on your business documents, website, or SOPs. Deploy as a chatbot that actually knows your business.
→ GoHighLevel CRM Automation
Full GHL setup with pipelines, automations, AI-triggered follow-ups, and reporting dashboards.
Results my systems deliver:
✓ 20–40+ hours saved per week
✓ Zero missed leads after hours
✓ Faster response time and higher conversion
✓ Systems that run without constant supervision
Tech stack: n8n · OpenAI GPT-4o · Retell AI · GoHighLevel · Pinecone · Supabase · FastAPI · Python · Twilio · Claude · Gemini
Send me a message and I'll share a Loom video showing exactly how I'd approach your workflow.
n8n automation, n8n expert, n8n workflow, AI automation, AI agent development, AI voice agent, Retell AI, GoHighLevel automation, GHL CRM, GHL expert, RAG chatbot, AI chatbot, WhatsApp automation, WhatsApp Business API, lead qualification automation, appointment booking automation, workflow automation, business process automation, OpenAI API, GPT-4 automation, Pinecone, vector database, CRM automation, Twilio automation, AI receptionist, voice AI, lead generation automation, no-code automation, low-code automation, API integration, Python automation, FastAPI, Supabase, AI knowledge assistant
Pranjal S.
has worked
.
$80/hr
100%
Job Success
$200K+ earned
Start of list.
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If you're building a 𝐬𝐭𝐚𝐫𝐭𝐮𝐩 or 𝐌𝐕𝐏 that relies on 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐕𝐢𝐬𝐢𝐨𝐧 or 𝐀𝐈, I can help you turn your idea into a working product — fast and reliably.
I don’t just write code — I design vision systems that actually work in production, from image recognition and tracking to real-time video analytics and deep learning pipelines.
Over the past 𝟏𝟑 𝐲𝐞𝐚𝐫𝐬, I’ve built and delivered AI solutions for 𝐦𝐞𝐝𝐢𝐜𝐚𝐥 𝐬𝐭𝐚𝐫𝐭𝐮𝐩𝐬, 𝐟𝐚𝐬𝐡𝐢𝐨𝐧 & 𝐛𝐞𝐚𝐮𝐭𝐲 platforms, 𝐝𝐞𝐥𝐢𝐯𝐞𝐫𝐲 𝐬𝐞𝐫𝐯𝐢𝐜𝐞𝐬, 𝐚𝐠𝐫𝐢𝐭𝐞𝐜𝐡 companies using drone imagery, 𝐬𝐩𝐨𝐫𝐭𝐬 𝐚𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 (human pose tracking), and digital rights protection systems with invisible watermarks.
I’ve been working in 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐕𝐢𝐬𝐢𝐨𝐧 and 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 for over a decade, including experience at 𝐒𝐚𝐦𝐬𝐮𝐧𝐠 𝐑&𝐃 and numerous freelance projects.
Tech stack: PyTorch, TensorFlow, YOLO, GANs, Stable Diffusion 2.0, Fast.ai, OpenCV, C++, Python, CUDA, OCR, LLM, Git, code profiling and 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 optimization, 𝐚𝐜𝐜𝐮𝐫𝐚𝐜𝐲 evaluation.
Other:
Strong background in algorithms and a passion for 𝐦𝐚𝐭𝐡𝐞𝐦𝐚𝐭𝐢𝐜𝐬.
Education: Moscow Institute of Physics and Technology.
Performance + Accuracy = Computer Vision that scales your business. ✅ 𝗦𝗲𝗻𝗱 𝗺𝗲 𝗮 𝗺𝗲𝘀𝘀𝗮𝗴𝗲 𝘁𝗼 𝗴𝗲𝘁 𝘀𝘁𝗮𝗿𝘁𝗲𝗱!
Keywords:
Computer Vision, Deep Learning, OCR, Data Science, LLM, Artificial intelligence, machine learning, object detection, object tracking, instance segmentation, semantic segmentation, image stitching, super resolution, image processing, morphology, OpenCV, TensorFlow, TensorFlow-light, PyTorch, Python, C++, YOLO, StyleGAN, GAN, Performance Optimization, speedup, Tesseract OCR, OCR, Google Cloud Vision API, ChatGPT API, GPT, Google Cloud Platform, Stable Diffusion, SD, 3D, Point Cloud, camera calibration, stereo vision, SLAM, math, algorithms, Clustering, OPTICS, DBSCAN, Kalman filter, accuracy evaluation, data annotation, data labelling, SIMD, ARM-NEON, DSP, GPU, Git, Valgrind, cMake.
Eugene G.
has worked
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$20/hr
100%
Job Success
$100K+ earned
Start of list.
End of list.
Hello and welcome to my profile!
I am a detail-oriented professional specializing in virtual assistance, data annotation, and AI model training support. My goal is simple: to help you optimize your operations and enhance the performance of your AI systems through accurate, structured, and reliable work.
🖥️ GENERAL VIRTUAL ASSISTANCE
I support businesses and entrepreneurs with efficient administrative and operational management:
📊 Data entry and data processing
📁 File and document organization
🔎 Web research and information gathering
📝 Document drafting and formatting
👉 Result: You save time and stay focused on growing your business.
🤖 DATA ANNOTATION
I provide high-quality data annotation services to improve your AI models:
🖼️ Image annotation (bounding boxes, segmentation, classification)
🎧 Audio annotation (transcription, labeling)
📝 Text annotation (NER, classification, sentiment analysis)
🔍 Data tagging and dataset structuring
✔️ Quality control and validation
👉 Accuracy, consistency, and strict adherence to guidelines.
🧠 AI TRAINING AND SUPPORT
I actively contribute to AI and Machine Learning projects by:
📚 Dataset preparation and cleaning
🏷️ Advanced labeling
📈 Model performance testing and evaluation
🛠️ Data/ML team support
🔄 Continuous process improvement
👉 A structured, results-driven, and quality-focused approach.
💡 WHY WORK WITH ME?
✔️ Detail-oriented and highly accurate
⏱️ Strong deadline commitment
🔐 Full confidentiality guaranteed
📢 Clear and proactive communication
🎯 Results-focused mindset
I am ready to contribute to the success of your project.
📩 Feel free to reach out — let’s discuss how I can support your business.
$65/hr
100%
Job Success
$20K+ earned
Offers consultations
Start of list.
End of list.
If your AI chatbot or RAG system is burning through tokens, slowing down under load, or becoming too expensive to operate, I can help you cut costs and reduce latency while maintaining quality.
What I can do for you:
- Audit your current OpenAI / LLM usage (identify hidden cost leaks)
- Redesign your prompt & context architecture
- Build structured memory systems (instead of bloated chat logs)
- Optimize RAG pipelines (retrieval, ranking, compression)
- Implement model routing to drastically cut costs
- Move deterministic logic (filtering, sorting) out of LLM
- Set up caching layers (prompt + semantic)
Hung L.
has worked
.