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I’m building a stylist app whose heart is an AI engine that delivers Style recommendations based on body measurements. The flow is simple: users enter or scan their key measurements, the model analyses the data and instantly proposes outfits, colours and cuts that flatter their shape. No appointment booking or virtual try-on is needed at this stage—the entire focus is on getting those recommendations right. I’ll supply a basic garment catalogue in CSV; you turn it into a searchable dataset the model can draw from. I’m flexible on stack, though something cross-platform such as Flutter or React Native paired with a Python/TensorFlow back-end is ideal for rapid iteration. Clean, well-commented code and clear documentation are mandatory so I can expand features later. Deliverables: • iOS & Android builds with a smooth onboarding flow for capturing body measurements • Trained AI model that outputs ranked Style recommendations in under two seconds • Lightweight admin interface (web or in-app) for adding new clothing items and tags • Deployment scripts plus a short read-me outlining model retraining steps Acceptance criteria will be a working demo on TestFlight / Google Play Internal Testing that consistently returns accurate, measurement-aware suggestions and renders them in a neat, modern UI. Once that milestone is met, we’ll wrap with a quick knowledge-transfer call and handover of source code and assets.
Project ID: 40734585
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Active 2 days ago
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61 freelancers are bidding on average ₹9,362 INR for this job

Hi, I can build your stylist app in Flutter for iOS and Android with a Python FastAPI and TensorFlow backend. Onboarding captures key measurements by manual entry or a guided camera scan with pose landmarks. The backend classifies body shape, then ranks outfits, colours and cuts from your CSV catalogue, which I will clean and index into a searchable dataset with fit and style tags. The model starts from stylist rules plus a trained ranking layer and returns results in under two seconds. Code will be clean, commented and documented for future features. Does your CSV already include attributes like cut, fit, fabric and colour? Regards, Harsh Thoriya
₹7,000 INR in 7 days
8.3
8.3

Hello, I’m a full-stack and AI developer with 10 years of experience building AI-powered applications, mobile apps, and scalable backend systems. Your styling concept is a strong fit for my experience with React Native, Node.js, AI integrations, and OpenAI-based solutions. I can build the iOS/Android app with a smooth measurement onboarding flow, convert your garment CSV into a searchable structured dataset, and develop the recommendation engine to rank outfits based on body measurements, colours, and garment attributes. I’ll also provide a lightweight admin interface for catalogue management, clean architecture, secure APIs, documentation, and deployment scripts. For the AI layer, I can recommend the most practical approach after reviewing the catalogue and recommendation logic, with performance optimized for fast responses. I’ll deliver a TestFlight/Internal Testing build and complete source-code handover. I’d be happy to discuss the recommendation logic and MVP scope. Best regards
₹12,000 INR in 7 days
7.0
7.0

Your AI model will fail accuracy tests if the training dataset doesn't account for body-shape variance beyond raw measurements—height and waist alone won't distinguish pear from inverted-triangle silhouettes. That gap will produce generic recommendations users ignore. Quick questions - are you planning to collect additional shape indicators like shoulder-to-hip ratio during onboarding? And what's your target dataset size for the initial garment catalogue? Here's the architectural approach: - TENSORFLOW: Build a multi-input neural network that ingests measurements plus derived ratios, then outputs ranked garment IDs with confidence scores under 2s. - REACT NATIVE: Develop cross-platform UI with camera-based measurement capture, real-time validation and swipeable recommendation cards that feel native on both iOS and Android. - PYTHON BACKEND: Design FastAPI service that handles CSV ingestion, model inference and admin CRUD operations with JWT auth and automatic retraining triggers when catalogue updates. I've built similar recommendation engines for two fashion-tech startups that scaled to 40K users without retraining bottlenecks. Let's schedule a 20-minute technical call to align on your shape-classification logic before you commit to a build.
₹6,300 INR in 3 days
6.5
6.5

As a seasoned Senior Software Engineer specializing in Android and Mobile App Development, I have amassed significant experience in building highly efficient applications - just like the vision you have for your stylist app. My expertise in React Native pairs wonderfully with your preference for a cross-platform solution laced with a Python/TensorFlow backend. My skills extend to ensure clean code and clear documentation, enabling seamless feature expansions down the line while maintaining optimal app performance. I find your project particularly exciting as it marries my technological proficiency with my keen understanding of fashion. Being able to translate data into meaningful insights has always been my strong suit, and I am confident in my ability to transform your basic garment catalog into a smartly searchable dataset for the AI model. Finally, my hosting experience on platforms like AWS, Google Cloud, and others will come in handy when developing the deployment scripts for your app. This project represents an opportunity for us to build something unique that would make fashion choices easier and more fun for people from all walks of life. Let's impress your users together with an intuitive UI, accurate suggestions, and rapid execution of model retraining steps post-deployment.
₹12,000 INR in 5 days
5.5
5.5

When developing an AI stylist app, the core challenge lies in making sure the model accurately interprets user measurements to generate relevant style recomendations. Without a precise understanding of body types, the app risks providing irrelevant suggestions, which could frustrate users. To mitigate this, I will focus on a structured approach: Initial setup: Create a private staging environment to develop the app without affecting any live systems. Data processing: Transform the provided garment catalogue into a searchable dataset for the AI model. Model training: Develop and train the AI model to deliver recommendations in under two seconds. Final deployment: Prepare iOS and Android builds, along with deployment scripts and documentation. I propose a budget of 9999 INR for this project. Please confirm if you have any specific preferences for the admin interface, as this will guide the design process. Thanks, Rajavel
₹9,999 INR in 7 days
5.2
5.2

As an experienced full-stack developer with a strong dedication for transforming ideas into reality through code, I am incredibly excited about the opportunity to develop your stylist app. Over more than 5 years, I have honed my skills in both front-end and back-end development using technologies such as React Native and Flutter -- making me an ideal candidate for this cross-platform project. One of the aspects I take great pride in is creating clean, optimized, and maintainable code which is essential for the success of any project. The task of converting your garment catalog into a searchable dataset will be no different. My deep understanding of database management combined with my knowledge of Python/TensorFlow promises a smooth process. Moreover, my commitment to on-time delivery and communication, coupled with my qualitative approach towards development align perfectly with your expectations. My goal is to develop a stylish app that will outperform its competitors in terms of accuracy and reliability, providing consistent, measurement-aware suggestions that users seek. Choose me for a service that's dedicated to exceeding your expectations. Let's start turning your dreams into beautiful designs!
₹7,000 INR in 7 days
5.0
5.0

I deliver 100% work — 99.9% is not for me. Workflow Diagram Measurements ⟶⟶ Data Validation ⟶⟶ Body Feature Engine ⟶⟶ Garment CSV Pipeline ⟶⟶ AI Ranking Model ⟶⟶ Style Recommendations ⟶⟶ Mobile UI ⟶⟶ Admin Panel ⟶⟶ TestFlight/Play Testing Your core challenge is not simply displaying outfits—it is reliably matching body measurements with garment attributes, cuts, colours and style rules while keeping inference fast. I’ll build the mobile app in React Native/TypeScript with a Python AI backend. The supplied CSV will be normalized into a searchable garment dataset with structured tags for category, fit, cut, colour and relevant measurement constraints. For recommendations, I’d use a hybrid pipeline: measurement/body-feature analysis ⟶⟶ candidate filtering ⟶⟶ ML/rule-based scoring ⟶⟶ ranked outfits. This provides better control and explainability than relying on an opaque model alone. The API will target sub-2-second responses through preprocessed features, efficient queries and cached catalogue metadata. Admin tools will support garments/tags, while retraining scripts, versioned model artifacts and documentation will make future expansion straightforward. Best Regards, Asad React Native | Python | TensorFlow | AI Recommendation Systems
₹3,000 INR in 2 days
4.7
4.7

As a professional in the field of Artificial Intelligence and Machine Learning, I have the skills and experience that you need to develop your AI stylist app. I hold a PhD in AI and have almost two decades of proven success in this industry, including recent positions where I was responsible for developing AI-powered solutions like the one you have described. I am confident in my ability to transform your existing garment catalogue into a searchable dataset that integrates seamlessly with the AI engine of your app. More than just fulfilling 'acceptance criteria,' my goal is to exceed your expectations, build an app that consistently delivers value through measurement-aware outfit suggestions displayed within an attractive user interface, train you on how to retrain the model whenever necessary, and impress you with clean code that's ready for future expansion or modification. Choose me--not상il the65-year-veteran
₹1,500 INR in 7 days
4.7
4.7

With your project aiming to deliver an AI-based stylist app that centers around body measurements for personalization, my experience as a Full Stack Developer focusing on Mobile App Development and Custom Software Development, especially in AI integration, will prove to be invaluable for your project. I have extensive experience in Android and iPhone development, including React Native and Flutter frameworks— which can offer you the flexibility and ease of use you're looking for in this project's iteration process. In addressing your core requirement of accurate virtual style recommendations that is fast and looks neat, my proficiency in Python and TensorFlow, combined with my previous work on training AI models ensures I can deliver a system that consistently returns precise suggestions in under two seconds. Additionally, my knack for clean architecture and well-commented code ensures that even if we're dealing with complex algorithms, system maintenance and future feature enhancement will be hassle-free. .
₹7,000 INR in 7 days
4.6
4.6

Hi, A stylist app focused purely on measurement-aware outfit, colour and cut recommendations is a nicely tight first release, and dropping try-on and booking for now is the right call. Flutter or React Native for the app is straightforward. The one thing I would gently steer you on, because it saves both cost and time: for the first version you very likely do not need a trained TensorFlow model. Style-from-measurements is fundamentally rules - body-shape logic (which cuts flatter which proportions) plus colour theory, run against your garment CSV. A rule engine like that is instant, needs no training data (which you do not have yet), is fully explainable, and a stylist can tune it directly. It will give more accurate, on-brand results on day one than a model trained on a small catalogue would. Your under-two-seconds target then becomes trivial. The place ML genuinely earns its keep is later: once real users interact and you have data on what they picked and kept, a recommendation model that learns preferences makes sense. So I would build the rule engine now, structured so an ML layer slots on top when you have the data to justify it. The measurement-capture onboarding (manual entry now, scan later) I would design to be quick and forgiving. Freelancer blocks links so I will share relevant work once you message me. Which body-shape framework do you have in mind? Ping me. Thanks, Raj
₹8,000 INR in 25 days
4.5
4.5

As a seasoned professional in website and mobile design and development, I offer unique and valuable skills that align perfectly with your project. With over 6 years of experience crafting not just beautiful, but highly functional applications, I understand what it takes to create an intuitive and engaging experience for your users. My proficiency in Flutter and Mobile App Development are assets you can leverage to ensure we deliver iOS & Android builds with seamless onboarding flows for body measurements Furthermore, my technical background extends to handling large datasets like the garment catalogues you will provide. This allows me to neatly organize, aggregate and maintain the information your AI model heavily depends on for delivering accurate recommendations. Paired with my solid understanding of both Python and TensorFlow, I'm poised to quickly transform these catalogues into a powerful searchable dataset that enhances the effectiveness of your Stylist App. Clear, well-commented code and comprehensive documentation are not just part of my modus operandi; they are non-negotiables within my work approach. I appreciate the need for flexibility within projects like this, where future expansion may be required. As such, I will ensure you have all the requisite tools such as deployment scripts and retraining steps documentation for seamless modification or iteration when necessary.
₹1,500 INR in 3 days
4.2
4.2

Hi, I have read your requirements very well and I’m really excited to work on your AI-powered stylist app. I understand that the core priority is building an accurate recommendation engine, not unnecessary features like booking or virtual try-on. I can develop the Flutter/React Native app with a clean measurement onboarding flow, Python/TensorFlow recommendation backend, searchable CSV-based garment dataset, and lightweight admin interface. I’ll also focus on fast responses, maintainable code, documentation, and TestFlight/Google Play Internal Testing deployment. A few questions: Do you already have rules/data defining which measurements map to specific body shapes and styles? Should recommendations initially be rule/ML-based, or do you have training data for supervised ML? Will the CSV include garment attributes such as colour, category, cut, size and style tags? Let’s connect on a chat to discuss well. Waiting for your response. Best regards, Arshiya
₹12,000 INR in 7 days
3.1
3.1

Hello, Greetings , Good morning! I am an expert mobile engineer with skills including Android, AI Model Development, React Native, Mobile App Development, Tensorflow, Flutter, iPhone and Python. Please contact me to discuss more about this project. Best Regards
₹7,770 INR in 4 days
4.1
4.1

Hi, Thanks for sharing your project. It aligns well with work I’ve successfully completed for other clients, and I’m confident I can deliver a high-quality solution tailored to your requirements. Before providing an accurate timeline, scope, and budget, I’d like to clarify a few key details to ensure we're aligned from the start. Freelancer’s proposal character limit makes it difficult to cover everything thoroughly here. If you're available, let's connect via chat. I can walk you through similar projects I've completed, discuss the best approach for your specific requirements, and answer any questions you may have. Once I understand your expectations, I'll provide a clear execution plan with realistic timelines and pricing. I’m ready to get started as soon as we finalize the details and look forward to working with you. Best regards, Mayank Sahu
₹7,000 INR in 7 days
2.8
2.8

Hi, I reviewed your stylist app concept, and I like the focused approach: turning body measurements and a structured garment catalogue into fast, useful style recommendations rather than adding unnecessary features. I can build the cross-platform app with a clean measurement-capture flow and a Python-based recommendation backend. I’d structure the garment CSV into a searchable dataset with attributes such as fit, colour, cut and category, then build the recommendation layer to rank suitable options against the user’s measurements and return results quickly. The architecture can remain modular so the recommendation logic can be improved or retrained as your catalogue grows. I can also provide the lightweight admin interface, API integration, deployment setup and documentation for maintaining the dataset and recommendation pipeline. Let’s discuss the catalogue structure and recommendation logic so we can turn the concept into a working MVP. Best Regards, Webix Infotech India Pvt. Ltd.
₹10,000 INR in 7 days
2.6
2.6

Hello, I understand you need an AI stylist app that uses body measurements to deliver ranked outfit, colour, and cut recommendations, with iOS/Android apps and a Python/TensorFlow backend. The goal is a fast, accurate, and expandable recommendation system. Here’s what I can provide: Build Flutter/React Native onboarding for entering or scanning measurements and display personalized recommendations in a clean UI. Convert your garment CSV into a searchable dataset and develop/train a measurement-aware AI recommendation model with ranked results. Create a lightweight admin interface for clothing items/tags, deployment scripts, retraining documentation, and TestFlight/Google Play Internal Testing builds. I bring 4+ years of experience in Python, React, mobile-ready full-stack applications, APIs, databases, and AI-integrated systems, focused on clean and maintainable development. Estimated timeline: 4–6 weeks for the MVP, depending on dataset size, model requirements, and scanning implementation. Just to clarify a few things: Will users manually enter measurements, or do you already have a scanning method/API in mind? How many garment records and recommendation categories will the initial CSV contain? Please come to the chat box to discuss more about your project. Best regards Indresh Kushwaha
₹12,000 INR in 7 days
2.3
2.3

Hello, I understand you are looking to develop an AI Stylist App that provides personalized style recommendations based on body measurements. My expertise lies in mobile app development, particularly in creating seamless user experiences and integrating AI technology. Based on your project requirements, I propose using Flutter or React Native for the cross-platform app development, coupled with a Python/TensorFlow backend for efficient data processing. By structuring the garment catalogue into a searchable dataset, the AI model can swiftly generate tailored outfit suggestions. I am committed to delivering clean code, well-commented for easy scalability, and comprehensive documentation for future enhancements. I am excited to collaborate on this project and bring your vision to life. If you are interested, let's discuss the technical approach in more detail. Feel free to open a chat so we can dive deeper into the development plan and potential design directions. Looking forward to the opportunity to work together. Sincerely, Rajesh Rolen
₹1,500 INR in 7 days
2.2
2.2

A stylist app whose whole value is the recommendation quality: measurements in, ranked outfits, colours and cuts out, in under two seconds. No booking, no try-on. The honest framing on the AI: with a CSV garment catalogue and no labelled outcome data, a trained model has nothing to learn from on day one. What actually works is a rules-plus-scoring engine encoding real styling logic against body shape, proportion and colour, wrapped so that it becomes a learned ranker later once you have user feedback - saves, rejects, purchases. That path hits your sub-two-second target easily, gives explainable recommendations users trust, and does not stall waiting for training data that does not exist yet. We would build the feedback capture from day one so the model has something to train on in month three. Stack: Flutter or React Native for both platforms, Python with FastAPI for the recommendation service, and a small React admin for adding garments and tags. Deployment scripts and a readme covering retraining, as you specified. We have built ML matching engines before - a student-to-opportunity matching system for an EdTech client under NDA. Team of 20. One question: measurements entered manually, or scanned from a photo? Scanning is a substantially different build. - APIE Technologies
₹12,000 INR in 56 days
2.3
2.3

Hello, I can deliver what you need. I understand your project details. I will follow instructions and keep you updated. I am a reliable freelancer with 10+ years of experience in Python, Mobile App Development, iPhone, Android and I helped many clients in the past. Visit my profile to check my latest work and reviews from past clients. Looking forward to working with you, connect in chat. Talk soon, Olusoji
₹1,500 INR in 7 days
1.7
1.7

Что делать с рекомендациями без размеченных данных? Обучать TensorFlow-модель на одном CSV каталога не на чем: нет пар «параметры фигуры → удачный образ». Для первой версии надёжнее правила стилиста поверх поискового индекса, а модель добавлять позже, когда наберутся отзывы пользователей. Я строил AI-пайплайны классификации на Claude и OpenAI API. Каких колонок хватает в вашем CSV: тип, цвет, крой?
₹4,790 INR in 10 days
1.6
1.6

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