Sofia Fatima
Hyderabad, India | +91 8519995787 | sofiaafatima20@gmail.com
Education
Vidya Jyothi Institute of Technology (VJIT)
Hyderabad, India
Bachelor of Technology in Computer Science (AI & ML)
Aug 2023 – May 2027
Current CGPA: 8.58/10.0
Core Competencies: Data Structures & Algorithms (DSA), Machine Learning Systems, Database Management Systems (DBMS), Advanced Object-Oriented Design (OOD)
Technical Projects & Architectures
Subsurface Geosteering AI (rogii-geology-prediction)
May 2026 – Present
Tech Stack: PyTorch (1D-CNN), Python, Sequential Data Optimization, Scikit-Learn
- Architected a custom end-to-end 1D-Convolutional Neural Network (1D-CNN) to automate structural interpretation during horizontal drilling, dropping vertical prediction error (RMSE) by 51% (from 29.4ft to 14.25ft).
- Implemented memory-downcasting pipelines to maximize processing efficiency by 50% and engineered automated signal restoration frameworks using dynamic linear interpolation for real-time sensor gap mitigation.
ArchAI: Generative System Architecture Engine
July 2026
Tech Stack: Python, Streamlit, Gemini 2.5 API, Pydantic, JavaScript
- Built a generative AI text-to-diagram application deployed on Streamlit Community Cloud with a custom user interface.
- Integrated the Gemini 2.5 Flash API with strict Pydantic data validation to guarantee syntactically correct Mermaid.js code generation.
- Wrote custom JavaScript to bypass browser security blocks, allowing users to export high-resolution, transparent PNGs directly from the HTML canvas.
Network Intrusion Detection System (NIDS)
Mar 2026 – May 2026
Tech Stack: Python, Scapy, Isolation Forest, Machine Learning
- Built a real-time network anomaly detection engine using Scapy for raw packet capture and protocol parsing.
- Integrated the Isolation Forest machine learning algorithm to identify network threats and anomalies without relying on traditional signature blacklists.
Provia: Sovereign Skill Verification Engine (provia-platform)
Sep 2025 – Nov 2025
Tech Stack: React.js, Headless JSON API, GitHub REST API, GitHub Actions
- Developed a headless portfolio verification platform that tracks live GitHub repository commits to audit developer skills.
- Set up CI/CD pipelines in GitHub Actions to isolate environments, reducing production build errors by 40%.