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Project Associate @ SPIRE Lab, Indian Institute of Science (IISc), Bangalore
B.Tech in Electrical Engineering 🇮🇳 Bangalore, Karnataka, India |
class Researcher:
def __init__(self):
self.name = "Diptiman Mohanta"
self.role = "Project Associate"
self.lab = "SPIRE Lab, IISc"
self.focus = "Signal Processing, ML"
def expertise(self):
return {
"AI": ["Deep Learning",
"Neural Networks",
"Image Processing"],
"Signal": ["ECG", "EEG",
"Speech"],
"Code": ["Python", "MATLAB",
"PyTorch", "TensorFlow"]
}
def current_work(self):
return "ASR for Indian Languages" |
| 🫀 Biomedical Signals | 🧠 Deep Learning | 📊 Time-Series Analysis |
|---|---|---|
| ECG/EEG Classification | CNNs & Transformers | Time-Series Classification |
| Feature Extraction | Complex-Valued NNs | Time-Frequency Analysis |
| VMD, DWT, STFT | Transfer Learning | Signal-to-Image Conversion |
| Clinical Data Processing | Model Explainability | Data Augmentation |
| 🗣️ NLP & Speech | 🔍 Medical AI | 🖼️ Computer Vision |
|---|---|---|
| ASR for Indic Languages | Diagnostic Systems | Image Segmentation |
| Text Normalization | Clinical Models | U-Net Architectures |
| Low-Resource LLMs | Explainable AI | Object Classification |
| Speech Recognition | Healthcare Analytics | Object Detection |
🔬 Active Research Projects (Click to collapse)
💡 Note: This section is manually updated. Last updated: December 2024
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Legend: ✅ Completed/Active | 🔄 In Progress | 📝 Planned
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Biomedical signal & image processing and healthcare AI applications |
Computer vision and signal processing for general purpose |
ASR and language models for Indian languages |
Research projects and explainable ML |
Interested in collaborating? I'm always excited to work on:
- 🔬 Research Collaborations - Joint papers and projects
- 💡 Innovative Ideas - Novel approaches to signal & image processing
- 🤝 Open Source - Contributing to impactful projects
