AI-based Nutrition Recommendation System

₹12500-37500 INR

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yaklaşık 1 ay önce

₹12500-37500 INR

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Project Description for Freelancer: Nutrition Automation System We are building a personalized nutrition automation system that leverages AI and data analysis to generate dietary recommendations for clients based on their bloodwork and health metrics. The system aims to streamline the backend process for a clinical nutritionist by automating data ingestion, analysis, and report generation, allowing for scalability and efficiency. --- Key Features and Requirements 1. Data Ingestion Accept client bloodwork reports (e.g., fasting glucose, HbA1c, CRP, etc.) via a secure portal. Store data in a structured database for processing. 2. AI-Powered Data Analysis Use predefined rules and machine learning to analyze biomarkers and generate personalized dietary recommendations. Examples: High fasting glucose → Recommend low-GI foods. High CRP → Anti-inflammatory diet suggestions. 3. Progress Tracking Include tools to visualize trends in biomarkers and symptoms over time (e.g., charts for blood sugar trends, BMI changes). Allow tracking of dietary adherence and symptom improvement. 4. Backend System A database to store client information, bloodwork, and generated dietary plans. API endpoints for processing data and delivering results to the front end. 5. Frontend Integration A client portal or app where users can: Upload bloodwork reports. View dietary plans and progress. Track health metrics like BMI, calories, and macronutrients. 6. Technology Preferences Backend: Python (with FastAPI or Flask), PostgreSQL/MySQL for the database. Frontend: Cross-platform app using React Native or a simple web portal. Machine Learning: Use scikit-learn or TensorFlow for modeling. 7. Scalability and Security Ensure scalability for processing multiple clients. Secure data handling (encryption, access control) to protect sensitive health information. --- Expected Deliverables Backend system with data processing and ML model integration. Frontend interface (web or mobile app) for client interaction. Documentation for the entire system (setup, maintenance, and user guides). Initial testing and deployment assistance.

Machine Learning (ML)

Nutrition

Data Analysis

Training

AI (Artificial Intelligence) HW/SW

Proje No: 38849470

Proje hakkında

13 teklif

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13 freelancer bu proje için ortalama ₹40.808 INR teklif veriyor

@sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr

₹35.000 INR 7 gün içinde

4,9

(45 değerlendirme)

7,0

@amirrmusavifr

Hi, I'm an experienced Python developer with the necessary skills to complete your project. I have skill sets for tasks: • Data Preprocessing: Handle missing values, normalize data, and encode categorical variables. • Feature Engineering: Generate meaningful features like lagged sales, holiday flags, or time-based trends. • Model Selection and Justification: Propose and implement a suitable model (e.g., Regression, Random Forest, Gradient Boosting) and justify its use. • Evaluation and Insights: Evaluate the model with metrics such as MAE, MSE, and RMSE, and provide actionable business recommendations based on the predictions. I have done projects on data using Pandas, NumPy, and SciPy. I’m able to interpret data and provide actionable insights. Also, I have Deep understanding and experience in data analysis with Python. My track record of success with similar projects is proof that I can deliver results quickly and accurately. If you're interested in hearing more about how I could help you, please don't hesitate to reach out! I can provide the requirements with minimum time and cost.

₹25.000 INR 7 gün içinde

4,7

(11 değerlendirme)

5,6

@letsUnlockAI

As an AI/ML engineer with a profound comprehension and hands-on involvement with different AI/ML advancements, I see all the important elements needed for building up your customized nutrition automation system. I have broad expertise in data ingestion, analysis, and API integration – these skills fall straightforwardly in line with Features 1 and 2 you've illustrated for the backend system. My toolset incorporates Python (with FastAPI or Flask), PostgreSQL/MySQL for the database – a healthy choice, respecting your outlined technology preferences for both the front and back-end. Moreover, my insightful abilities in computer vision and deep learning could demonstrate exceptionally beneficial while utilizing ML models to analyze biomarkers from customer bloodwork reports – guaranteeing that high CRP levels prompt anti-inflammatory diet ideas, just as seeing fasting glucose levels giving suggestions on low-GI foods.

₹25.000 INR 4 gün içinde

5,0

(1 değerlendirme)

2,4

@Saurabhs6762

Hello there, I have hands on knowledge of full stack web development. I developed a lot of websites with end to end deployment. I have 2 year of experience in Ml,Python and full stack development. I will definitely do your task on time. Reply as soon as possible. Thank you.

₹12.500 INR 2 gün içinde

5,0

(5 değerlendirme)

2,1

@dominictutor16

As an accomplished researcher and excellent technical writer, I am wholly equipped to fulfill your needs for a sharp and efficient AI-based nutrition recommendation system. For the past 7 years, I’ve honed my skills in Python (with Flask), ensuring a solid background in analyzing and processing data through machine learning (ML). With my extensive study of scikit-learn and TensorFlow, I can efficiently construct an effective AI model that will generate dietary recommendations based on clients' unique biomarkers. By partnering with me, you're hiring more than just a freelance AI programmer; you're gaining someone with demonstrated expertise across the board – from statistics to data visualization and even creative content development. Considering my proficiency in managing large projects within tight deadlines while ensuring quality results, together we can build an exceptional nutrition automation system that not only meets but exceeding all your expectations. So why wait? Let's get started on revolutionizing nutrition consultation today!

₹12.500 INR 2 gün içinde

4,4

(1 değerlendirme)

1,5

@mayankinnovative

Dear Client, With over 20 years of development expertise, I propose to deliver a robust, scalable, and secure Personalized Nutrition Automation System. Leveraging AI and data analytics, this system will efficiently generate dietary recommendations and enhance the clinical nutritionist’s workflow. Key Features Data Ingestion: Develop a secure portal for uploading bloodwork reports (e.g., fasting glucose, HbA1c). Structure and store data in PostgreSQL/MySQL for seamless processing. AI-Powered Analysis: Implement machine learning (TensorFlow/scikit-learn) and rule-based models to analyze biomarkers. Generate personalized dietary recommendations like low-GI foods for high fasting glucose. Progress Tracking: Create dashboards for visualizing trends in biomarkers, BMI, and dietary adherence. Backend System: Build APIs using Python (FastAPI/Flask) for efficient communication. Design a scalable database to manage client data and dietary plans. Frontend Integration: Develop a web portal or React Native app for uploading reports, viewing plans, and tracking health metrics. Security & Scalability: Ensure encrypted data handling and HIPAA-compliant security. Design for scalability to handle growing client bases. Deliverables: Fully integrated backend with AI models. User-friendly frontend portal/app. Documentation for deployment and maintenance. Initial testing and deployment support. Best regards, Mayank Saluja

₹25.000 INR 7 gün içinde

0,0

(0 değerlendirme)

0,0

@sandeshwjadhao

I have completed Data Analyst course with 9 months of internship experience and have hands on experience in Data handling and Visualization

₹25.000 INR 7 gün içinde

0,0

(0 değerlendirme)

0,0

@sameerbatra1

With 4 years of experience in python for machine learning and Django, I can easily accomplish what you need. Message me so that we can discuss your requirements in detail and I can ensure satisfactory and timely results for you. You can view my previous work at: https://www.freelancer.com/u/sameerbatra1

₹20.000 INR 5 gün içinde

0,0

(0 değerlendirme)

0,0

@RounakMishra14

I am excited to submit my proposal for building your Personalized Nutrition Automation System. With extensive experience in AI-powered solutions, backend systems, and secure data processing, I am confident in delivering a robust, scalable, and secure system that aligns with your vision.

₹12.500 INR 15 gün içinde

0,0

(0 değerlendirme)

0,0

@AhmedMosad23

I am excited to submit my bid for the development of your personalized nutrition automation system. With expertise in building scalable, secure systems and a strong background in Python, machine learning, and database management, I am confident in my ability to deliver a high-quality solution tailored to your needs. I will ensure seamless data ingestion, robust AI-powered analysis, and intuitive progress tracking for clients. Additionally, I will create a secure, user-friendly frontend (web or mobile app) to allow clients to easily interact with their dietary recommendations and health metrics. With a focus on scalability, security, and efficiency, I will guide you through testing and deployment, ensuring smooth and reliable operation. Let’s work together to build a system that empowers clinical nutritionists and improves client outcomes.

₹25.000 INR 7 gün içinde

0,0

(0 değerlendirme)

0,0

@hdeepak93

Hi there, I have previously worked on similar project related to diet recommendation. I have worked on sheets of data related to calories spent during exercises, and suggest a diet based on calorie required for weight loss/weight gain. I am confident that I can complete the project with all your requirements (ML model, web or mobile app(flutter app)). If you are interested in my proposal please feel free to message me.

₹40.000 INR 7 gün içinde