This project provides an interactive platform for financial data analysis and predictive modeling. Built with Python and Streamlit, it enables users to visualize financial trends and explore machine learning-driven insights through an intuitive, web-based interface.
Key Features
Data Pipeline: Automated ingestion and cleaning of financial datasets.
Feature Engineering: Implementation of financial indicators and technical features to capture market dynamics.
Predictive Modeling: A streamlined training and evaluation workflow using robust machine learning algorithms.
Interactive Visualization: Real-time dashboards allowing users to experiment with different parameters and model configurations.
Technical Workflow
Data Loading: Robust ingestion of historical financial data.
Preprocessing: Handling missing values, noise reduction, and data normalization.
Feature Engineering: Extraction of meaningful market features (e.g., technical indicators, volatility metrics).
Model Training & Evaluation: A modular approach to training, testing, and validating model performance using industry-standard metrics.
Experience It Live
Explore the application and interact with the model here:
Exploring how complex financial data can feel simple, structured, and easy to navigate.
Vault One is a crypto portfolio dashboard concept that brings together asset performance, portfolio allocation, transaction history, and key financial metrics in one workspace.
I focused on visual hierarchy, information density, and data visualization, using a neutral color palette, subtle UI details, and selective accent colors to keep the interface clean without compromising functionality.
The goal was to make the data easier to understand, not just nicer to look at.
Would love to hear your thoughts on the visual direction and layout!
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🛠️ Technologies & Skills
HTML5 & CSS3 — Semantic structure, modern styling, and responsive layouts
JavaScript (ES6+) / TypeScript — Interactive behavior and animation logic
React.js — Reusable components, hooks, and state management
Tailwind CSS — Utility-first styling and responsive design
HTML5 Canvas API — 2D rendering for visual effects and image sequences
Scroll-Driven Animation — Frame-by-frame image sequences synchronized with scrolling
requestAnimationFrame & Linear Interpolation (Lerp) — Smooth animation updates