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marcello@infante.com.br
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Machine Learning Finance

Year

2025

Tech & Technique

Next.js, React, Typescript, Python, FastAPI, GitHub Actions (CI/CD), Docker, AWS, PostgreSQL, Numpy, Pandas, Scikit-learn, Pytorch

Description

A no-code platform that allows investors to create machine learning models for predicting market direction.

Key Features:
  • ๐Ÿค– No-Code Model Builder: Visually design and train sophisticated machine learning models for market prediction without writing a single line of code.
  • ๐Ÿ“Š Integrated Financial Data: Access comprehensive historical and real-time market data directly within the platform.
  • ๐Ÿ“ˆ Predictive Analytics: Utilize powerful algorithms specifically tailored to identify patterns and forecast market direction.
  • โฑ๏ธ Backtesting & Simulation: Validate your models' performance against historical market data in simulated environments.
  • โœจ Intuitive Investor Interface: A user-friendly design makes complex ML model creation accessible to investors of all technical levels.

My Role

Full Stack Developer

  • ๐ŸŽจ Frontend: Developed an intuitive and responsive user interface for the no-code platform, enabling investors to easily configure and train machine learning models without writing code.
  • ๐Ÿ’ป Backend: Built robust APIs and backend services to handle data processing, model training execution, and prediction generation.
  • ๐Ÿง  Machine Learning Integration: Integrated and managed machine learning libraries and frameworks, providing a seamless experience for users to leverage powerful predictive models.
  • ๐Ÿ“Š Data Handling: Designed and implemented solutions for fetching, processing, and storing financial market data, ensuring data accuracy and availability for model training and prediction.
  • ๐Ÿ’พ Database Management: Established and maintained database schemas to efficiently store market data, user configurations, and trained model parameters.
  • โ˜๏ธ Infrastructure & Deployment: Managed cloud infrastructure and deployment pipelines, ensuring the platform's scalability, reliability, and performance under varying loads.
  • ๐Ÿงช Testing & Quality: Implemented comprehensive testing strategies across frontend and backend to ensure the platform's stability and the accuracy of model predictions.

INFANTE

marcello@infante.com.br