Intelligent Investment Portfolio Analyzer Development
₹12500-37500 INR
Paguhet në dorëzim
Job Title: Development of Intelligent Investment Portfolio Analyzer with Explainable AI
Job Description:
We are looking for a skilled developer or team to create an Intelligent Investment Portfolio Analyzer. This project involves building a web-based tool that provides personalized investment recommendations using machine learning and integrates Explainable AI (XAI) techniques like SHAP and counterfactual explanations for transparency.
Key Deliverables:
Data Collection & Preprocessing
Gather financial data from sources like Yahoo Finance or mock datasets.
Perform basic data cleaning (handle missing values, normalize features, etc.).
Machine Learning Model Development
Predict asset returns using regression models (e.g., Linear Regression, Random Forest).
Implement portfolio optimization using the Markowitz model or similar approaches.
Explainable AI Integration
Integrate SHAP to provide feature importance insights.
Add counterfactual explanations to suggest actionable portfolio adjustments.
Frontend & Backend Development
Build a user-friendly interface for input (e.g., risk tolerance) and output (recommendations, explanations).
Host the machine learning models and APIs using a Python backend (e.g., Flask).
Testing & Validation
Test model accuracy (e.g., RMSE, MAE).
Ensure usability and seamless interaction between frontend and backend.
Skills Required:
Python (Pandas, NumPy, Scikit-learn, SHAP, PyPortfolioOpt)
Web Development (HTML, CSS, JavaScript, Flask or Streamlit)
Data Visualization (Matplotlib, Seaborn, or Plotly)
Machine Learning and Explainable AI
The project is expected to be completed within 1-3 months. Please deploy the application on a local environment. Implement basic authentication for user access control. Implement standard customization options for investment recommendations, offering basic preferences like risk tolerance and investment goals. Implement advanced visualizations, such as interactive plots and dashboard elements for a richer user experience. Use data from Yahoo Finance for financial data collection. We want the project to include basic customization options like risk tolerance and investment goals. Implement a basic authentication system. Include interactive plots as the primary visualization type for a richer user experience. Host the application in a local environment for better control and security.
ID Projekti: #38828280
Rreth projektit
12 profesionistë freelancer dërguan një ofertë mesatare prej ₹29792 për këtë punë
Hi there, To develop an Intelligent Investment Portfolio Analyzer with Explainable AI, I propose creating a web-based tool that provides personalized investment recommendations. The project will involve data collectio Më shumë
With over a decade of experience at Web Exaltia, we are the perfect fit for your Intelligent Investment Portfolio Analyzer project. Not only am I a proficient Python developer, well-versed in Pandas, NumPy, Scikit-lear Më shumë
Hello, Thanks for your job posting. I've just read your job description and I have interesting in your suggestion. It looks like you are looking for a developer who has much experiences in Python. I've worked as Senio Më shumë
Proven Experience with WordPress & Contact Form 7: I have extensive experience troubleshooting and configuring Contact Form 7 to ensure proper email delivery and functionality. I'm proficient in using SMTP plugins (li Më shumë
I could build this easy. Long story short I am a full stack dev with over 3 + years of software dev experience. Django is my main framework. So building a strangercam clone won't be too difficult. My team and will make Më shumë
Dear Client, I hope you're doing well! Thank you for providing the detailed project requirements. I’m excited to get started and wanted to outline the steps I’ll be following to complete the project: Collect financia Më shumë
Proposing the development of an Intelligent Investment Portfolio Analyzer leveraging Explainable AI to provide actionable insights and transparent decision-making for investors. This solution aims to optimize portfolio Më shumë
⭐⭐⭐⭐⭐With an impressive track record in UI/UX design, web development, and mobile app development, Ultrasol Technologies is well-suited to take on your Intelligent Investment Portfolio Analyzer project. Our proficiency Më shumë
i have good skill for this project as mention in the highlight . because i have knowledge of web development skill like html ,css javascript and react.js the main part of the project is to make it in a given time
