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STATISTICAL ANALYSIS | DATA SCIENCE | AI AUTOMATION | 100% JOB SUCCESS | BUSINESS AND SURVEY ANALYSIS | Market Research and analysis Hey I'm Amy, thank you for visiting my page. I help businesses, researchers, and organizations maximize their spreadsheets into executive-level insights and automated systems. If you have data but don’t have the answers, or you have a manual process that is costing you time, those are the kinds of challenges i like. Whether you are a researcher with complex survey results or a business owner with spreadsheets you don’t want to look at, I can help you transform those numbers into actionable strategies. I specialize in high-stakes statistical analysis and custom automation that saves you hours of manual work. The clients I work with most often: 1. Academic researchers & PhD candidates: You have gathered your data but need expert SPSS analysis, hypothesis testing, regression modeling, ANOVA, and publication-ready reporting. 2. Business operations teams that need large, complex Excel datasets cleaned, organized and turned into dashboards or reporting systems 3. Operation managers and teams that want to automate their workflows using n8n, ClickUp, AI-assisted processes, or Asana without manual entry. 4. Survey designers looking to move beyond "vanity metrics" to understand the why behind consumer or patient behavior. 5. Health & Social Science firms that need predictive modeling (Regression, Clustering) to forecast trends and outcomes. I have worked across research, healthcare, business operations etc., to provide insights, automate processes and help clients move from disconnected spreadsheets and manual workflows to scalable systems and analytics. Some reviews from previous clients . . “𝗔𝗺𝘆 𝗶𝘀 𝗱𝗶𝗹𝗶𝗴𝗲𝗻𝘁, 𝘁𝗶𝗺𝗲𝗹𝘆, 𝗮𝗻𝗱 𝗮 𝗴𝗿𝗲𝗮𝘁 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗼𝗿. 𝗦𝗵𝗲 𝘄𝗮𝘀 𝗲𝗮𝘀𝘆 𝘁𝗼 𝘄𝗼𝗿𝗸 𝘄𝗶𝘁𝗵, 𝗮𝗴𝗶𝗹𝗲 𝗶𝗻 𝗵𝗲𝗿 𝘁𝗵𝗶𝗻𝗸𝗶𝗻𝗴, 𝗮𝗻𝗱 𝗰𝗼𝗺𝗺𝗶𝘁𝘁𝗲𝗱 𝘁𝗼 𝗽𝗿𝗼𝘃𝗶𝗱𝗶𝗻𝗴 𝘄𝗵𝗮𝘁 𝘄𝗮𝘀 𝗻𝗲𝗲𝗱𝗲𝗱 𝗳𝗼𝗿 𝗮 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵- 𝗮𝗻𝗱 𝗱𝗮𝘁𝗮-𝗱𝗿𝗶𝘃𝗲𝗻 𝗮𝗰𝗮𝗱𝗲𝗺𝗶𝗰 𝗽𝗿𝗼𝗷𝗲𝗰𝘁. 𝗜 𝘄𝗼𝘂𝗹𝗱 𝗱𝗲𝗳𝗶𝗻𝗶𝘁𝗲𝗹𝘆 𝗵𝗶𝗿𝗲 𝗵𝗲𝗿 𝗮𝗴𝗮𝗶𝗻.” — PhD Candidate | Academic Research & Statistical Analysis “𝗔𝗺𝘆 𝗽𝗿𝗼𝘃𝗶𝗱𝗲𝗱 𝗮 𝗴𝗿𝗲𝗮𝘁 𝘀𝗲𝗻𝘁𝗶𝗺𝗲𝗻𝘁 𝗮𝗻𝗮𝗹𝘆𝘀𝗶𝘀 𝗳𝗼𝗿 𝗼𝗻𝗲 𝗼𝗳 𝗼𝘂𝗿 𝗰𝗹𝗶𝗲𝗻𝘁’𝘀 𝗽𝗼𝘀𝘁-𝗰𝗮𝗺𝗽𝗮𝗶𝗴𝗻 𝗿𝗲𝗽𝗼𝗿𝘁𝘀. 𝗦𝗵𝗲 𝗽𝗿𝗼𝘃𝗶𝗱𝗲𝗱 𝗿𝗲𝗴𝘂𝗹𝗮𝗿 𝘂𝗽𝗱𝗮𝘁𝗲𝘀 𝘁𝗵𝗿𝗼𝘂𝗴𝗵𝗼𝘂𝘁 𝘁𝗵𝗲 𝗽𝗿𝗼𝗷𝗲𝗰𝘁 𝗮𝗻𝗱 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝗲𝗱 𝗵𝗶𝗴𝗵-𝗾𝘂𝗮𝗹𝗶𝘁𝘆 𝘄𝗼𝗿𝗸 𝘄𝗶𝘁𝗵𝗶𝗻 𝗮 𝘀𝗵𝗼𝗿𝘁 𝘁𝗶𝗺𝗲𝗳𝗿𝗮𝗺𝗲. 𝗪𝗼𝘂𝗹𝗱 𝗵𝗶𝗴𝗵𝗹𝘆 𝗿𝗲𝗰𝗼𝗺𝗺𝗲𝗻𝗱!” — Social Media Specialist | Sentiment Analysis Project Proficiencies: • Statistical analysis: Analysis using SPSS and Python (ANOVA, Regression, t-tests, chi-Square). • Predictive modeling: Linear/Logistic regression, clustering, and forecasting • Survey design and analysis: quantitative research and methodology design • Excel: Pivot tables, complex formulas, Power Query, and VBA macros. • Workflow automation: Connecting your stack (ClickUp, Notion, Google Sheets) via n8n to create real-time data ecosystems. • Data storytelling: Dashboards and visualizations in Tableau and Excel. the tools i use: - Analysis and statistics: SPSS, Python (Scikit-learn, Pandas), R. - Automation: n8n, Python scripts, Selenium/BeautifulSoup for web scraping. - Business tools: MS Excel (Expert), Google Sheets, n8n, Tableau - ClickUp, Asana, Notion Fast turnaround: I deliver within 72 hours. ☞ Sounds like a good fit? Send a "Message" or "Invite", describe the problem and I’ll quickly provide a plan on how we can solve it.

About Me: I’m an AWS-certified Machine Learning Engineer with 4+ years of hands-on experience building and deploying production-grade AI and ML systems. I specialize in Large Language Model (LLM) development, Retrieval-Augmented Generation (RAG) pipelines, and Natural Language Processing (NLP) applications such as classification, summarization, and sentiment analysis. With deep expertise in AWS SageMaker and Bedrock, I help organizations move generative AI projects from proof-of-concept to production, ensuring scalability, compliance, and performance. My focus is on building reliable, maintainable AI solutions that integrate seamlessly into existing business workflows. Currently pursuing my MSc in Computer Science (AI/ML) at Georgia Tech, I combine strong theoretical foundations with proven practical skills to deliver solutions that truly drive business outcomes. Services I Offer: 1. Fine-tuning Large Language Models (LLMs) for domain-specific applications 2. Building end-to-end RAG (Retrieval-Augmented Generation) systems with vector databases (Pinecone, Bedrock KB, Opensearch ) 3. Developing AI Agents for intelligent automation and knowledge retrieval 4. Designing and deploying NLP solutions – classification, summarization, sentiment analysis, entity extraction 5. Prompt engineering and model optimization for improved performance and accuracy 6. Production ML Systems – CI/CD pipeline automation, model versioning, and continuous monitoring using AWS SageMaker and related services Skills: Programming: Python, PySpark, JavaScript, FastAPI AI/ML: LLM Development (Hugging Face, LangChain, Bedrock), NLP (spaCy, Transformers) Frameworks/Libraries: Scikit-learn, Pandas, NumPy, TensorFlow, PyTorch Cloud: AWS (SageMaker, Bedrock, Lambda, Glue, API Gateway, CloudWatch, S3) Model Lifecycle: MLflow, CI/CD for ML, Model Monitoring Databases: SQL, Pinecone (Vector DB), DynamoDB AI Optimization: Prompt Engineering, Model Fine-Tuning, Quantization Visualization: Tableau, AWS QuickSight Education: 🎓 MSc in Computer Science (AI/ML) – Georgia Institute of Technology, Atlanta, United States. 🎓 MSc in Cloud Computing (Software Engineering) – Munster Technology University, Cork, Ireland 🎓 BEng in Computer Engineering – Federal University of Technology, Owerri, Nigeria. Certifications: ✅ AWS Certified Solutions Architect – Associate ✅ AWS Certified Machine Learning – Specialty ✅ AWS Certified GenAI Developer – Professional (In progress) Industry Experience: AWS Data/ML Engineer @ HiveTekCorp (Dec 2025 - till present) MLOps Engineer @ Veterans United (Sept 2022 - Sept 2023) Data Scientist @ Veterans United (Dec 2020 - Sept 2022)

ABOUT: 📰Featured in Wall Street Journal, NASDAQ, Microsoft News, CNBC, Business Insider, Yahoo Finance, Benzinga, Digiday, and International Business Times, Entrepreneur Magazine 🔝1% of Global Talent on Upwork in Business Intelligence & Data Visualization as an Expert-Vetted Program Talent Member 💲Entrepreneur Media Magazine Contributor 🗺️Visual Capitalist Contributor 👩‍💼 Founder of Omni Business Intelligence Solutions ("OBIS") ❌ EX-PwC (Financial Auditor & Business Intelligence Technology Consultant) 🧐 To learn more, please review the portfolio and client reviews section of my profile. CERTIFICATIONS: ✔️MIT Certified in Machine Learning and Artificial Intelligence ✔️NASBA Certified Public Accountant (NYS) ✔️Tableau Desktop Specialist ✔️Power BI | Power Apps | Power Automate ✔️Adobe Analytics ✔️RapidMiner Machine Learning Professional ✔️Adobe Experience Platform - Real-time Customer Data Platform (CDP) ✔️Alteryx Advanced Certification ✔️Google Analytics, Ads, Google Tag Manager & Looker Studio ✔️ACFE Certified Fraud Examiner EXPERIENCE & SKILLS: 📊📈🕵🏻‍♀️ Power BI, Looker Studio, Tableau, Business Intelligence, Data Visualization, Data Analysis, Machine Learning, Generative AI, Artificial Intelligence in Data Science, Natural Language Processing (NLP), Text Mining, Sentiment Analysis, Entity Recognition, Topic Modeling, Chatbots Development, ChatGPT, OpenAI APIs, Google Analytics, Google BigQuery, Supermetrics, Power Automate, Management Consulting, Alteryx, Python Programming, R Programming, ETL (Extract, Transform, Load), Data Mining, SAS, SPSS, AWS, Azure Machine Learning Studio, Cloud Data Management, Database Administration, CRM Analytics, Social Media Analytics, Time Series Analysis, A/B Testing, Data Governance, Data Privacy Regulations (like GDPR, CCPA), Project Management, Agile/Scrum, Stakeholder Management, Financial Analysis, Financial Forecasting, Budgeting, Cost Accounting, Financial Modeling, Certified Public Accountant (CPA), Auditing, Internal Controls, GAAP Standards, IFRS Standards, QuickBooks. CONTRACT POLICY: AS OF JANUARY 1ST, 2025, CONTRACTS OPEN WITHOUT ACTIVITY WILL BE CHARGED 2 HOURS PER MONTH TO KEEP IT OPEN. HOURS DO NOT ROLL INTO NEXT CALENDAR YEAR.

I design and manage Google Business Profile and review systems that make local and ecommerce businesses easy to find, trust, and choose -- without relying on backlink campaigns, technical website SEO, or generic content production. Most agencies treat reviews and GBP as separate, reactive tasks. I build governed systems instead: structured GBP optimization, automated review generation, response management, and policy-based compliance monitoring, so visibility and trust grow continuously rather than depending on one-off fixes. For over 15 years, my work has centered on GBP suspension recovery, review velocity systems, sentiment tracking, and local search visibility for single-location businesses, multi-location organizations, and ecommerce brands that depend on trust signals to convert demand. AI search visibility is part of how I think about discoverability today, since buyers increasingly check AI-powered search alongside Google and reviews, but it supports the core system rather than replacing it. This is not SEO agency labor. It is an operating system built for durability, scale, and measurable growth.

I am a results-driven and detail-oriented professional specializing in AI Training, Large Language Models (LLMs), Data Annotation, Prompt Engineering, and AI Model Evaluation. I have hands-on experience supporting the development and optimization of AI systems by delivering high-quality labeled data, accurate evaluations, and structured feedback aligned with strict guidelines. My expertise includes working with text, audio, and image datasets, performing data labeling, transcription, content moderation, and response ranking (RLHF) to improve model performance, accuracy, and safety. I am skilled at identifying inconsistencies, following complex instructions, and maintaining high standards in fast-paced AI training environments. With a strong technical background and experience in biochemistry and research, I also bring value to domain-specific AI training tasks, especially in scientific, medical, and technical content. I am a fast learner, highly reliable, and committed to delivering precise, scalable, and high-quality outputs. 🔹 AI Training Roles I Can Handle: 🔹AI Data Annotator / Data Labeling Specialist 🔹AI Model Evaluator / Response Rater 🔹Prompt Engineer / Prompt Writer 🔹RLHF Trainer (Response Ranking & Comparison) 🔹Transcriptionist (Audio-to-Text for AI models) 🔹Content Moderator (AI Safety & Policy Review) 🔹Search Relevance Evaluator 🔹Data Quality Analyst I am passionate about contributing to AI development, machine learning workflows, and data-driven systems, and I’m ready to help improve your AI models with accuracy, efficiency, and attention to detail.

Whether you're exploring AI for the first time or trying to improve an existing system, the biggest challenge isn't building AI, it's building AI that actually works for your business. And worse still, many AI projects never deliver the value they promised because they're built around the technology instead of the people and processes they're supposed to improve. The result? → AI agents that break the moment real users go off-script. → RAG systems that hallucinate instead of retrieving the right information. → Automations that create more work instead of saving time. → Teams that stop using AI because they don't trust it. That's where I come in. The best AI implementations don't start with models or frameworks. They start by understanding how your business operates, identifying where people spend time making repetitive decisions, and then building AI around those workflows I help businesses build AI systems people actually rely on, whether it's AI agents, RAG pipelines, or an LLM-powered automation system that run in production. Startups and growing businesses hire me when they need intelligent AI systems that actually work: agents that execute multi-step tasks, RAG systems that surface accurate answers from their data, and automation workflows that eliminate hours of manual work daily. I work with startups, agencies, and service businesses that want to automate operations, improve customer experience, and unlock the value of their business data with AI. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⭐ CLIENT RESULTS ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ "Victor delivered a multi-agent RAG system in 3 weeks that cut our support ticket volume by 60%. Clean architecture, zero hand-holding needed." — SaaS Founder "Victor built an AI sales automation agent that now handles 80% of our lead qualification. ROI in the first month." - Ecommerce Client "Our internal knowledge base assistant went from concept to production in under 2 weeks. Highly recommend for any LLM project." — Tech Startup CTO ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🚀 WHAT I BUILD ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ → AI agents with tool calling, memory, and multi-step reasoning → RAG systems connecting LLMs to your documents, databases & APIs → Multi-agent orchestration systems (LangGraph, CrewAI, AutoGen) → AI chatbots for customer support, lead generation & onboarding → Sales automation: lead qualification, follow-ups, and booking flows → Internal AI assistants powered by your proprietary business data → Workflow automation integrating Slack, Notion, CRMs, and custom APIs → End-to-end LLM deployment: backend, infra, monitoring & evaluation ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⚙️ TECH STACK ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🧠 LLMs: Claude 3.5 Sonnet | GPT-4o | Gemini | Mistral | LLaMA 🔗 Frameworks: LangChain | LangGraph | CrewAI | AutoGen | Haystack 🗄️ Vector DBs: Pinecone | Weaviate | pgvector | FAISS | Chroma 🐍 Backend: Python | FastAPI | Node.js | REST APIs | Webhooks ☁️ Cloud & Infra: AWS | Docker | Serverless | CI/CD pipelines 📊 Evaluation: LLMOps | Hallucination reduction | AI monitoring ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🧠 WHY CLIENTS CHOOSE ME ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ✔ Production-first mindset. I build for scale, not just proof of concept ✔ Deep expertise across the full LLM stack: retrieval, orchestration, deployment ✔ Accuracy-obsessed, strong focus on reducing hallucinations in RAG systems ✔ Clear communication and structured delivery, milestone by milestone ✔ Free 30-min consultation to scope your project and recommend the right architecture If you're looking for an AI partner who thinks about your business before writing code, let's talk. 💬 Send me a message. Let's scope it out. Keywords AI Agent Development, Retrieval Augmented Generation, RAG Systems, LLM Engineer, LangChain, AI Automation, Multi-agent Systems, LangGraph, AI Chatbot Development, Autonomous Agents, Prompt Engineering, Vector Database, Pinecone, OpenAI API, Claude AI, GPT-4, Generative AI, Conversational AI, Workflow Automation, Natural Language Processing, FastAPI, Python AI Development, AI Integration, Knowledge Base Chatbot, LLMOps, Tool Calling Agents, CrewAI, AutoGen, Weaviate, pgvector, FAISS, Semantic Search, Embeddings, AI Orchestration, Document Chatbot, Customer Support AI, Sales Automation AI, Internal AI Assistant, AI Copilot, Hallucination Reduction, AI Deployment, Serverless AI, Docker, AWS AI, AI Product Development, Enterprise AI, AI Evaluation, Chatbot Integration, Lead Generation Chatbot, Data Pipeline AI, AI Agent Development, Retrieval Augmented Generation, RAG Systems, LLM Engineer, LangChain, AI Automation, Multi-agent Systems, LangGraph, AI Chatbot Development, Autonomous Agents