I strongly believe that the purpose of all information systems is to help people make sound and timely decisions. I am passionate about helping people improve their work life by harnessing technology and leveraging automation to increase efficiency and effectiveness. I am a business process automation developer and web developer with over 12 years of experience in automating business processes, creating custom management tools, data management and creating reports and metrics. I possess a unique combination of technical and system analysis skills that allow me to help clients improve their business process. I have discovered that I am most passionate about using technology to help organizations work more efficiently and improve decision making. My expertise includes developing tools and applications in Microsoft Office, primarily Excel and Access, including using VBA for automation data management, email integration, and integration with other MS Office applications. I also work with the Google Apps suite, including using Google Apps Script for automation among App Suite components. I am versed in web development technologies including HTML5, CSS3, Javascript, Bootstrap framework. I create database driven websites using PHP and MySQL. My focus has been on making tools for non-technical users that have an immediate positive impact on their daily work experience. Examples of this include: using Access to integrate data from multiple systems; creating document tracking tools in Access with easy to use input screens; creating a database driven website for sports agents; using VBA to automatically handle e-mail attachments in Outlook; creating linked Excel workbooks to make data collection easier for teams; creating dashboards to show organizational performance and track key metrics; and developing a website for a counseling professional that allows prospective clients to view a calendar and request appointment times.

Here's a list of things that you'll receive working with one of the best Low-Code Developers at the platform: ⭐️You will STOP STRUGGLING with system requirements, I'll gather them in details via zoom call ⭐️Can develop HIPAA Compliant Apps ⭐️You will receive visualization of your app data ⭐️You will get delivered a proper documentation of your app ⭐️You will SAVE MONEY as I'm building scalable infrastructure right from the beginning ⭐️You will receive much more than an application, but a whole infrastructure including: performance monitoring, external integrations with such services as Gmail, Google Sheets, Trello, Asana, Mailchimp and many others My personal favorite client quotes that you can find in reviews section of my profile: ✅"One of the best technologist I have worked with. Excellent in so many ways, knowledge of the technology, communication skills, work ethic. I look forward in continuing working with Vlad in 2023." ✅"Vlad was super helpful in understanding our requirements and implementing an excellent data structure in the solution." I have an expertise in 2 fields: ⭐️ Low-Code Development ⭐️ Data-Engineering So, choosing my service, you get not only an expert in web application development, but also a confident expert in the field of data engineering My Corporate experience includes: ⚡️Data Warehouses architectures ⚡️ETL processing ⚡️Data modeling ⚡️Developing use cases ⚡️Use Case diagrams ⚡️Data flow diagrams ⚡️Data Visualization ⚡️Writing Functional and Technical design documents.

I'm a software engineer with experience in migrating/optimizing legacy code and developing new systems of several kinds (batch processing, full stack web sites, components, web services, microservices). Worked with many different languages but I'm experienced in Python, C#, Oracle PLSQL, Javascript. I feel comfortable applying design patterns and architectural patterns. I am looking for new challenges. I can participate in projects with any language as backend, I'd like to participate in some projects in Python, Node.js, Rust or Golang.

Most AI integrations look great in demos and fall apart three weeks into production. The context windows bloat, the agents loop, the RAG pipeline hallucinates, and no one knows why. I build the architecture that prevents that; proper chunking strategies, grounded retrieval, fallback handling, and deployment that holds under real usage. If your LLM is hallucinating outside its knowledge base, your RAG retrieval is returning wrong chunks, or your AI workflow is breaking between n8n nodes and your backend, that's the kind of problem I'm called in to fix. And build the right way from scratch when there's time to do it properly. ✦ What I build: » RAG systems & LLM integrations: OpenAI, Claude, Gemini APIs; LangChain, LlamaIndex, vector search with Pinecone, FAISS, Weaviate. » AI agents & multi-agent workflows: tool-calling, memory, orchestration, real task execution. » Workflow automation: n8n, Make, Zapier, Pipedream; event-triggered pipelines that run without supervision. » Full-stack web apps: Laravel, React, Next.js, Node.js, Python; from MVP to multi-tenant SaaS. » AI-powered internal tools: knowledge bases, ops assistants, document processors, compliance systems. ✦ Recent work I've shipped: » Built a multi-agent AI platform (React + Laravel + Python) with OpenAI, Gemini, and Claude integration, RAG pipeline, and role-based agent orchestration. The system handles real business workflows, not just chat demos. » Implemented AI fraud detection, automated product description generation, meta-ad analysis, and image creation pipelines using OpenAI, Gemini, and Claude for a large US-based e-commerce platform. » Built an AI ops assistant for a 30-year-old insurance consultancy, RAG-based chat grounded in approved SOPs, auto-generated agency-specific compliance guidelines from survey data, versioned document management. Audit handling time dropped by 45%, training ramp-up cut by roughly half. » Built an automated email management workflow using n8n, incoming emails classified by type, routed to AI reply generators with tone-specific prompts, logged to Airtable, and Slack-notified. Resulting in zero manual triage. » Built patient intake and therapy adherence systems for (NASDAQ: AHCO), HIPAA-compliant, Brightree-integrated, handling millions of patients across 40+ US states. Intake processing time reduced by 70%. » Built a hybrid care outpatient treatment platform for a NASDAQ-listed healthcare clinic, virtual + in-person care, symptom tracking, AI chatbot, HIPAA/HITRUST/SOC2/CURES compliant. ✦ Stack: » AI/ML: OpenAI, Claude, Gemini, LangChain, LlamaIndex, RAG, embeddings, fine-tuning, prompt engineering, n8n, Make. » Backend: Laravel, Node.js, Python, RESTful + GraphQL APIs, background jobs, multi-auth. » Frontend: React, Next.js, Vue, component-driven UI, real-time dashboards. » Databases: PostgreSQL, MySQL, MongoDB, Supabase, Vector DBs (Pinecone, Weaviate, FAISS). » Cloud & DevOps: AWS, GCP, Azure, Docker, Kubernetes, GitHub Actions CI/CD. » Healthcare: HIPAA, Brightree, Redox, Auth0, Twilio, HITRUST. I work best on projects that have real moving parts, systems that need to be reliable, not just impressive in a demo. If you're building something production-grade and need someone who handles both the AI and the engineering behind it, let's talk.

✔️Performance✔️Accessibility✔️SEO✔️Best Practices✔️Agentic Browsing✔️ GTmetrix 🕒14+ hrs online ✔️WCAG 2.2✔️Guaranteed Core Web Vitals- LCP, CLS, INP improvement with Crux data Monitor - I clean & redo the website based on native coding for a permanent result. (Gutenberg, FSE block & Vanilla Js) Tech: AI Agent |Shopify | WordPress | Lovable| Ycode | HubSpot | Webflow | Breakdance| Gutenberg | Elementor | Cloudflare | PHP | Laravel | HTML | Magento | Squarespace | BigCommerce | Codeigniter | Static | Headless | Next.js | React.js | Custom-built stack My Execution Strategy for Speed Optimisation 1. Initial Audit & Benchmarking the current report - Google PageSpeed Insights 2. Identify bottlenecks in Speed Index parameters - FCP, LCP, TBT, SI, and CLS 3. If CMS allow staging, create staging and perform all techniques - code minification, critical/used css, lazy-load, defer, font optimization and reduce on initial page weight 4. Server and CDN cache integrations My plan of execution for Core Web Vitals fixes 1. All steps of the above Speed optimization will be performed 2. I will ensure we get the LCP 2.5 sec and CLS green 3. Modify CDN integration as per need, also suggest the best server initial response time with avoiding downtime 4. Submission of pages for validation in Google Search Console. Note: It passed pages that report gets fetched and updated at GSC. For less traffic-based pages or having slow server response, it usually fails and will have to resubmit those again. I prefer to monitor it and boost the failing URLs if there is any room for improvement. A lot of CMSs have their own CDN and server control, and they do not allow CDN integration. 📍 Ping me, and I will ensure your website is performing at its peak performance 📍 To ensure great results on Google Core Web Vitals, I will share the plan of execution including page weight reduction as cleaning of unrequired elements, identification of errors and providing resolutions for all parameters (LCP, CLS, INP). I have done it for 1000s websites and will make sure your website will achieve those great results. Having 12+ years of core expertise in Website development and being a Page Speed Optimization Expert (CMS or Custom), I am capable of speed optimising any stack-based website to its peak performance, including Server and CDN configuration. I deliver results per any tools such as: ✔️ Google Core Web Vitals (Google Pagespeed optimization) ✔️ Google Search Console fixes ✔️ Lighthouse ✔️ Page Speed Insight | Page Speed Optimization (pagespeed optimisation tool) ✔️ GT-Metrix (gtmetrix com) ✔️ web.dev (web dev/measure) ✔️ Pingdom (tools pingdom com) and many more. My services towards these website development technologies of the website: ✔️ E-commerce Page Speed Insight | Page Speed Optimization | core web vital ✔️ WordPress Page Speed Insight | Page Speed Optimization | core web vital ✔️ Shopify Page Speed Insight | Page Speed Optimization | core web vital ✔️ Webflow Page Speed Insight | Page Speed Optimization | core web vital ✔️ Laravel Page Speed Insight | Page Speed Optimization | core web vital ✔️ Magento Page Speed Insight | Page Speed Optimization | core web vital ✔️ PHP Page Speed Insight | Page Speed Optimization | core web vital

"Top-Rated Flutter Developer | 6+ Years of Experience in Full-Stack Mobile App Development" 𝘼𝙧𝙚 𝙮𝙤𝙪 𝙡𝙤𝙤𝙠𝙞𝙣𝙜 𝙛𝙤𝙧 𝙖𝙣 𝙚𝙭𝙥𝙚𝙧𝙩 𝙙𝙚𝙫𝙚𝙡𝙤𝙥𝙚𝙧 𝙛𝙤𝙧 𝙮𝙤𝙪𝙧 𝙢𝙤𝙗𝙞𝙡𝙚 𝙖𝙥𝙥 𝙥𝙧𝙤𝙟𝙚𝙘𝙩? 𝙇𝙚𝙩𝙨 𝙬𝙤𝙧𝙠 𝙩𝙤𝙜𝙚𝙩𝙝𝙚𝙧 𝙩𝙤 𝙗𝙪𝙞𝙡𝙙 𝙩𝙝𝙚 𝙣𝙚𝙭𝙩 𝙗𝙞𝙜 𝙩𝙝𝙞𝙣𝙜! ⭐️ Come to me with just an idea or a full design. I'll quote and we'll chat about how I can bring this idea to reality. Hi, I'm Shreya and Welcome to my profile. :) 🎯 6+ Years of Experience in Flutter ✅ 100% Job Success Rate I am proud to be an Upwork Top Rated Freelancer, recognized for my outstanding performance and consistent success across both short- and long-term projects. ✅ Expertise in ♦ Flutter ♦ Android ♦ CSS ♦ JavaScript ♦ Node.js ♦ Payment integration: Stripe, Paypal, Apple Pay, Google Pay, Razorpay, Urway ♦ Firebase: Authentication, Cloud Functions, Messaging, Analytics, Dynamic Link, Storage, Remote Config ♦ Backend: Firebase, MongoDB, Node.js ♦ UI/UX Design: Figma, XD ♦ Social media features: Video/photo Feeds, Stories, Like, Comment section ♦ In app advertisement: Google Admob, Facebook. Applovin, Ironsource ♦ Converting design ideas into responsive, engaging & unique UI with animations Sectors I have Served: I have built applications for diverse industries, including: 📱 AI development app, Health and fitness app, IOT app, Food delivery app, On-demand App, Home services app, Handy man app, Salon app, Beauty app, Taxi app, Ride app, E-commerce app, Dating app, Travel app, Music streaming app, Video streaming app, Fintech app, Shopping app, Telemedicine app, Finance App, Real estate app, Social media app, Chat app, Business app, Messaging app, Online courses app, Online education learning app, Tutor app, Hotel booking app, Online grocery order app ✅ I will provide ♦ High-quality, bug-free apps that can scale to meet the demands of your users. ♦ Maintainable, clean, and scalable code. ♦ Pixel-perfect UI. ♦ Lifetime app maintenance and constant improvements. Are you ready to take your ideas and brands to the next level? I'll build more than your expectations, so come on and let's get connected! Let’s collaborate to bring your vision to life! Regards, Shreya Ambaliya. ✅ 𝐊𝐞𝐲𝐰𝐨𝐫𝐝𝐬: Flutter Developer | Flutter App Development | Cross-Platform Apps | Mobile App Development | iOS & Android Apps | BLoC / Riverpod / GetX | Firebase Integration | REST & GraphQL APIs | Payment Gateways | Push Notifications | Geolocation & Maps | Chat & Video Integration | E-Commerce Apps | FinTech Apps | Healthcare Apps | EdTech Apps | Social Media Apps | Startup MVPs | End-to-End App Development | UI/UX Design in Flutter | Scalable Mobile Solutions

I am a skilled Salesforce Architect and Top Rated Freelancer on Upwork with extensive technical exposure and a proven track record in developing and implementing innovative solutions. With expertise in Salesforce, Lightning Components, Apex, and various integration frameworks, I have successfully delivered projects across a wide range of industries. I am highly proficient in Java, J2EE, and other web technologies, enabling seamless integration between Salesforce and external systems. My strong problem-solving skills and attention to detail make me a valuable asset in driving business success. Technical Skills • Salesforce: Lightning Components, Lightning Flows, Apex Class, Triggers, Custom Settings, Custom Labels • Integration: Stripe, Xero, QuickBooks, DocuSign, Adobe Sign, PandaDoc, SAP, Formstack, Hubspot, ChatGPT, MailChimp, WhatsApp, Box.com, Google Drive, Twilio, Shopify,, Answer Hub, WooCommerce , Heroku, Amazon CTI, MuleSoft, Five9, ChatGPT, Zoho CRM. • Web Technologies: Java, J2EE, Servlet, JSP, JSF, Spring, Hibernate, REST, SOAP • Front-end: HTML, CSS, JavaScript, jQuery, AngularJS, Bootstrap, Lightning Design System (LDS) • Cloud Platforms: Heroku, AWS • Database: PL/SQL, SOQL, SOSL Recent Projects • Automation of Accounting for E7evate with Salesforce, Stripe, and QuickBooks integration. • Custom Search functionality using Alogia search and fetching data from Salesforce and WordPress using Node.js. • Storing attachments from Salesforce to OneDrive, Box, Google Drive, and Dropbox. • Extracting data from image files using Einstein OCR. • Twilio integration with Salesforce for SMS conversations. • WhatsApp integration with Salesforce for messages using Digital Engagement. • Setting up Sales Process, lead conversion, Web to lead, and LEX conversion for Pimlico Capitals. I am confident that my comprehensive skill set and experience make me the ideal candidate for Salesforce Architect roles. Please feel free to reach out to discuss how I can contribute to your projects and drive success.

Over 15 years of software development expertise: small- to large-scale projects. GUI, console, multi-tier, web, service and embedded applications. Line of Business applications. Amazon MWS API. Application domain modeling. Domain Driven Design. Distributed telemetry systems. Mission-critical telecommunication applications. Freelance/independent software development/consulting experience. Ability to lead small groups of developers. SPECIALTIES: - C#, C++, C, Objective-C; - .NET, .NET Core, EntityFramework, WebApi, WPF, MSMQ, MS Prism, MS Unity, etc.; - JSON, XML, XSLT, HTML; - Database design, stored procedures, MS SQL Server/CE, Oracle, Sqlite; - OOA&D, OOP, UML, CI, Design Patterns, UI; - Visual Studio, MSBuild, NUnit, NAnt, CCNET, SVN, TFS, ClearCase, MKS, VSS, Git, GitHub, Bitbucket; - Cocoa, Core Data, Xcode; - Enterprise Architect, Rational Rose, Visio.

⭐ Top Rated Plus PowerApps Developer | Microsoft Certified Power Platform Consultant 🎖️ PL-400 · PL-600 · AZ-204 · DP-420 🚀 10+ Years · 100% Job Success · 60+ PowerApps Projects Delivered I build PowerApps solutions that teams actually use. From mobile-first PowerApps Canvas Apps to enterprise PowerApps Model-Driven Apps, I turn scattered spreadsheets and manual processes into clean, scalable Power Platform systems. As a Microsoft Certified PowerApps developer, I architect for long-term reliability, not just the demo. My stack: PowerApps + Dataverse + Power Automate + SharePoint + Azure. Your problem: solved end-to-end. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🔹 PowerApps Development Services ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ▸ PowerApps Canvas Apps: mobile, tablet, and responsive web layouts built for real users ▸ PowerApps Model-Driven Apps: Dataverse-first, role-based, enterprise-ready ▸ PowerApps Portals / Power Pages: external-facing PowerApps portals with Dataverse integration ▸ PowerApps UI/UX: PCF controls, component libraries, and enterprise branding ▸ PowerApps Performance Tuning: delegation fixes, named formulas, concurrent calls, load optimization ▸ AI inside PowerApps: AI Builder, Copilot Studio, and GPT-powered Canvas App features ▸ PowerApps Integration: Azure Functions, REST APIs, .NET backends, SQL, and SharePoint ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🔹 Power Automate and Workflow Automation ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ▸ Multi-stage approvals, document generation, and background processing flows ▸ PowerApps + Teams + SharePoint deep integration via Power Automate ▸ Custom connectors, HTTP actions, and JSON handling for third-party SaaS systems ▸ Power Automate Desktop (RPA) for legacy system automation ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🔹 Power BI Reporting inside PowerApps ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ▸ Power BI dashboards embedded directly inside PowerApps for unified reporting ▸ Advanced DAX measures and Dataverse modeling for real-time analytics ▸ Microsoft Fabric for clients scaling beyond standard Power BI ━━━━━━━━━━━━━━━━━━━━ 🔹 Dataverse and ALM ━━━━━━━━━━━━━━━━━━━━ ▸ Dataverse schema design, security roles, business rules, and plugins ▸ ALM pipelines: solution layering, environment strategy, and Azure DevOps CI/CD for PowerApps ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⚡ Why Clients Choose This PowerApps Expert ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ✅ Architecture-first PowerApps builds: clean, documented, and maintainable ✅ Full-stack capability: Azure Functions and Web APIs when standard connectors fall short ✅ Industries served: Healthcare, Education, Oil & Gas, Finance, Real Estate ✅ Transparent delivery: weekly demos, structured handovers, and proactive communication 📌 Social impact: 10% of my Upwork earnings support Service to Humanity (STH). If you need a PowerApps developer who understands both the business problem and the technical architecture, let's connect and build something that lasts.

I have spent 8 years at the intersection of data, AI, and the question nobody wants to ask “does it actually deliver results?” From forecasting systems to LLM pipelines and autonomous multi-agent systems built for real world problems where off-the-shelf solutions fail. The tools change with every project. The bar doesn't. Here is an overview of my Stack 𝗠𝗟 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀: PyTorch, TensorFlow, Scikit-learn, XGBoost, LightGBM, CatBoost, statsmodels 𝗟𝗟𝗠𝘀 & 𝗡𝗟𝗣: Open AI, Claude, Gemini, Grok, LLaMA, Mistral, DeepSeek, BERT, BART, SetFit, HuggingFace 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 & 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻: LangChain, LangGraph, RAG Pipelines, n8n, Make, OpenAI API, Anthropic API, Lovable, OpenClaw 𝗩𝗲𝗰𝘁𝗼𝗿 & 𝗦𝗲𝗮𝗿𝗰𝗵: Pinecone, FAISS, ChromaDB, SentenceTransformers, Embeddings 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴: pandas, NumPy, Parquet, Airflow, dbt, ETL Pipelines 𝗔𝗣𝗜𝘀 & 𝗦𝗰𝗿𝗮𝗽𝗶𝗻𝗴: FastAPI, Flask, WebSocket, PRAW, BeautifulSoup, Selenium 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: Matplotlib, Seaborn, Plotly, Tableau, PowerBI, SHAP 𝗖𝗹𝗼𝘂𝗱 & 𝗜𝗻𝗳𝗿𝗮: AWS EC2, SageMaker, AWS Bedrock, Firebase, Docker, VPS 𝗙𝗿𝗼𝗻𝘁𝗲𝗻𝗱 & 𝗔𝗽𝗽𝘀: React, Next.js, Streamlit, Gradio, Lovable 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻𝘀: Gmail API, Google Calendar API, WhatsApp API, Stripe, PayPal, Odoo You can get a feel for the work pretty quickly. Here's a slice. → 𝗔𝗜 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 & 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 • Built a 𝒇𝒖𝒍𝒍-𝒄𝒚𝒄𝒍𝒆 𝑨𝑰 𝒉𝒊𝒓𝒊𝒏𝒈 𝒑𝒊𝒑𝒆𝒍𝒊𝒏𝒆 using n8n to orchestrate OpenAI-powered resume parsing with Gmail, Google Sheets, and Calendar APIs reducing 𝐻𝑅 𝑚𝑎𝑛𝑢𝑎𝑙 𝑤𝑜𝑟𝑘𝑙𝑜𝑎𝑑 𝑏𝑦 80% with centralized candidate tracking and automated scheduling. • Developed 𝒂 𝒓𝒆𝒂𝒍-𝒕𝒊𝒎𝒆 𝑨𝑰 𝒗𝒐𝒊𝒄𝒆 𝒂𝒈𝒆𝒏𝒕 supporting voice-to-voice, speech-to-text and text-to-text conversations via FastAPI and WebSocket with ultra low latency using GPT for dialogue management. • Built an 𝑨𝑰 𝒑𝒐𝒘𝒆𝒓𝒆𝒅 𝒕𝒆𝒍𝒆𝒎𝒆𝒅𝒊𝒄𝒊𝒏𝒆 𝒑𝒍𝒂𝒕𝒇𝒐𝒓𝒎 on Next.js and Firebase with role-based AI prompts, automated symptom collection and 𝑟𝑒𝑎𝑙 𝑡𝑖𝑚𝑒 𝑐𝑙𝑖𝑛𝑖𝑐𝑎𝑙 𝑖𝑛𝑠𝑖𝑔ℎ𝑡𝑠 for patient doctor interaction. → 𝗙𝗼𝗿𝗲𝗰𝗮𝘀𝘁𝗶𝗻𝗴 & 𝗣𝗿𝗲𝗱𝗶𝗰𝘁𝗶𝘃𝗲 𝗠𝗼𝗱𝗲𝗹𝗶𝗻𝗴 From pharmaceutical supply chains to crypto markets, I build forecasting systems that drive real inventory, budget and trading decisions. • Built a 3𝑴+ 𝒓𝒆𝒄𝒐𝒓𝒅 𝒑𝒉𝒂𝒓𝒎𝒂 𝒇𝒐𝒓𝒆𝒄𝒂𝒔𝒕𝒊𝒏𝒈 𝒔𝒚𝒔𝒕𝒆𝒎 pipeline: XGBoost R²=0.90, 20% accuracy gain, 17-chart EDA uncovering SKU concentration risk and billing-cycle demand patterns • 𝑪𝒓𝒄𝒓𝒚𝒑𝒕𝒐 𝒇𝒐𝒓𝒆𝒄𝒂𝒔𝒕𝒊𝒏𝒈 𝒎𝒐𝒅𝒆𝒍𝒔 using ARIMA + Reddit sentiment (PRAW + SetFit) → BUY/SELL/HOLD signals for BTC, ETH, SOL, DOGE • 𝑫𝒆𝒎𝒂𝒏𝒅 𝒇𝒐𝒓𝒆𝒄𝒂𝒔𝒕𝒊𝒏𝒈 𝒑𝒊𝒑𝒆𝒍𝒊𝒏𝒆 (LR, XGBoost, RF, LSTM) achieving R²~0.99 used car price prediction deployed via Flask → 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 & 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝗮𝗹 𝗠𝗼𝗱𝗲𝗹𝗶𝗻𝗴 I build classification, regression, and validation systems with rigorous evaluation not just accuracy scores but defensible, 𝒑𝒓𝒐𝒅𝒖𝒄𝒕𝒊𝒐𝒏-𝒓𝒆𝒂𝒅𝒚 𝒎𝒐𝒅𝒆𝒍𝒔. • SVM, Gradient Boosting, MLP, XGBoost, Logistic Regression always with GridSearch and KFold CV for hyperparameter integrity • Diabetes detection: 86% accuracy on 3-class imbalanced clinical dataset with feature engineering and undersampling experiments → 𝗡𝗟𝗣 & 𝗟𝗟𝗠-𝗣𝗼𝘄𝗲𝗿𝗲𝗱 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 I combine classical text modeling with modern LLMs to extract structured insight from unstructured data at scale. • Claude 3.5 Sonnet (AWS Bedrock) + BART MNLI + SentenceTransformer pipeline quantifying open ended survey sentiment for fragrance product strategy • Real-time Reddit 𝒔𝒆𝒏𝒕𝒊𝒎𝒆𝒏𝒕 𝒅𝒂𝒔𝒉𝒃𝒐𝒂𝒓𝒅 for ASTS ticker upvote-weighted transformer scoring with daily trend visualization • 𝑻𝒆𝒙𝒕 𝑪𝒍𝒂𝒔𝒔𝒊𝒇𝒊𝒆𝒓 across disaster tweets (TFIDF, 80%), IMDB reviews (LSTM, 86%) and news categorization (CNN + GloVe, 75%) • GPT-4o, Claude, LLaMA, Grok and Mistral used as deliberate data enrichment and annotation tools inside ML pipelines I work with startups building their first AI product, enterprises with complex data problems, and individuals with unique challenges nobody else wants to touch. If the problem is hard and the data is messy that's exactly where I do my best work. Send me a message and let's figure out if I'm the right fit. I will tell you within 24 hours whether I can help and how.