Anoushka Joshi
Healthcare Tech | Web Development & Creative Design
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Brain Tumor Classification & Segmentation Model
Stage 01
Classification: A VGG16-based architecture, pretrained on ImageNet, was
fine-tuned with additional dense layers and dropout for tumor-type prediction. It also can easily represent spatial hierarchies of MRI images and
thus, is highly suitable in transfer learning due to its uniform architecture
with stacked convolutional layers. The last SoftMax layer delivers
four possibilities of classes.
Stage 02
Segmentation: The tumor regions were detected using a YOLOv8n instance
segmentation model trained on 10 epochs with an overlapping of the bounding box and class confidence scores.
Conditional
Workflow: A fundamental conditional logic is used to decide whether or not to perform segmentation.
The classification model uses the MRI images whereby the accurate region of interest (ROI) is extracted using a binary thresholding method to remove only the most useful features of analysis. The segmentation process will enable accurate tumor region segmentation, which plays a vital role in accurate diagnosis
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AI-Enhanced Hospital Management System: ‘Swasthya Prakash’
Opportunity / Gap: India’s Digital Healthcare push (ABDM, eSanjeevani, CGHS, etc.) still doesn’t fully address accessibility for rural and low-literacy patients. Swasthya Prakash is the solution, a system that fits right into the already existing Indian digital healthcare ecosystem.
The Swasthya Prakash project is an AI-enhanced Hospital Management System designed to streamline patient flow and improve accessibility, particularly in government hospitals serving rural populations. By combining multilingual voice guidance, intelligent communication, and digital integration, the Swasthya Prakash removes literacy and language barriers while optimising hospital workflows.
Key achievements include:
1. Accessible to every patient with a basic mobile phone such as a keypad or smart phone, via SMS for registration, navigation, and receiving consultation summary-based SMS via doctor to their patients.
2. Voice-activated consultation summary documentation reduces the administrative burden on doctors, while real-time queue management optimizes patient flow and reduces wait times.
3. The system doesn't just treat medical conditions; it actively identifies patients in need and automates the bridge to financial aid (government schemes) and nutritional support (NGOs), ensuring holistic care. ‘स्वास््य प्रकाश’ is more than a management system; it is a step towards a more humane, efficient, and inclusive public healthcare ecosystem in India.
Novelties:
a) IVRS communication-based calls for navigation guidance in patient's preferred language. (English, Hindi, Marathi, etc.)
b) Consultation discussion (speech) converted into text and automatic form filling for report generation by Speech-to-Text
c) Paperless solution for doctor-patient consultation-based summary reports sent to patient by doctor in any preferred languages-based SMS on patient's registered contact number (Multilingual factor)
d) Automatic input filler
e) Compatible with keypad cell phone
f) Connection with Government Schemes and NGOs
g) Connection with Blood Banks
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Enteral and Parenteral Nutrition Calculator Web application
• Collaborated with a team of doctors, designers, and engineers to develop a personalized Enteral (EN) and Parenteral Nutrition (PN) formulation system.
• Designed and implemented a dynamic formula for nutrient calculation (dextrose, amino acids, lipids, electrolytes) based on patient parameters and hospital guidelines.
• Developed a full-stack web platform using Next.js with dynamic routing for an intuitive user interface that simplifies EN & PN planning.
• Prototyped models in Google Colab, later scaled to a web application on VS Code.
• Integrated hardware considerations for precise nutrition dispensing in clinical settings.
• Optimized clinical workflow, reducing errors and empowering healthcare providers with data-driven insights.
• Winner of MeDHA 2024 and Finalist at MEDIC 2024, IIT Bombay (BeTIC Labs).
https://en-pn-calculator-five.vercel.app/
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Creative Design Portfolio — Canva
A collection of Canva-based designs created for different visual communication needs, including social media content, presentations, posters, promotional graphics, and creative layouts. I focus on clean composition, visual hierarchy, readability, and designs tailored to the intended audience.
Skills: Canva, Graphic Design, Presentation Design
Completed work link: https://drive.google.com/drive/folders/1CsglUCdBjrzchc-D9DUzVvhkXu7SiR-q?usp=sharing
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