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Projects

Welcome to my project showcase! As someone who transitioned from finance to technology, driven by a passion for problem-solving and automation, these projects represent key milestones in my learning journey and my exploration into the practical applications of AI.

Here, you'll discover how I tackle technical challenges and build practical, real-world applications – whether you're a recruiter, former colleague, potential client, or friend. Each project demonstrates a blend of my financial domain knowledge with modern AI and development practices, aimed at solving specific problems.

In Progress
9

Financial Data Automation MVP

Problem: Manual variance commentary reporting in property management consumes 10-15 analyst hours monthly, is prone to errors, and creates bottlenecks. This MVP tackles this inefficiency.
Solution: Developed an AI-powered system using Python and LLMs to ingest financial data, intelligently detect variances, and automatically generate human-quality narrative commentary, streamlining a tedious process.
PythonPandasLangChainOpenAI APIExcelFinancial AnalysisProblem SolvingAI Orchestration
active-development
1

LostMind AI Solutions (PyQt6 Suite)

Problem: Many powerful AI capabilities remain inaccessible to users without coding skills, or require juggling multiple web interfaces for different tasks and models.
Solution: A unified desktop application suite providing a user-friendly GUI (built with PyQt6) to access advanced AI functionalities like multimodal chat, analysis, and automation, powered by leading models.
PythonPyQt6Google Vertex AIOpenAI APIAnthropic APIGUI Development
Completed
28

YouTube Content Tools

Problem: Content consumers, researchers, and professionals waste hours watching lengthy videos to extract key information, with no efficient way to quickly identify relevant segments or compare information across multiple sources.
Solution: A suite of Python applications that use AI to analyze YouTube videos, automatically generating summaries, extracting structured data, identifying key timestamps, and enabling multi-video comparison.
PythonAI IntegrationYouTube APINLPContent AnalysisData Extraction
Completed
9

LostMind AI - Gemini Chat Assistant

Problem: Knowledge workers struggle to efficiently extract insights from diverse data formats (text, images, PDFs) using multiple disconnected tools, resulting in workflow disruptions and productivity loss.
Solution: An integrated AI assistant that processes multiple data types through a unified interface, providing conversational access to documents, images, and web content without switching contexts.
PythonGoogle Vertex AIGemini APIFlaskTkinterAPI Integration
development
2

LostMind Analyzer Pro (LAP)

Problem: Understanding complex codebases, maintaining documentation consistency, and assessing project health requires significant manual effort, slowing down development and onboarding.
Solution: A unified tool that performs deep code analysis (metrics, structure) and leverages multiple AI models (OpenAI, Anthropic, Gemini) to automatically generate project documentation and provide actionable insights.
PythonStatic AnalysisCode MetricsAI IntegrationOpenAI APIAnthropic APIGemini API
Completed
2

Advanced Media Converter

Problem: Handling various audio formats, performing detailed analysis, and executing batch conversions often requires specialized software or complex command-line workflows.
Solution: A desktop application with an intuitive GUI that simplifies complex audio tasks like format conversion, feature extraction, trimming, and batch processing, powered by libraries like librosa and FFmpeg.
PythonPyQt5/TkinterlibrosanumpyFFmpegGUI DevelopmentAudio Processing
In Progress
18

Quran Mobile Application (Project Management)

Problem: Existing Quran apps often lack consistent cross-platform UX, offline capability, and intuitive design, hindering accessibility and user engagement.
Solution: A Flutter-based application ensuring identical iOS/Android experiences, full offline functionality via SQLite, optimized performance, and an intuitive UI. Managed via a structured Agile process with a distributed team.
Project ManagementAgile MethodologiesFlutterDartFirebaseAzure DevOpsCross-functional Teams