Programming Languages
Python
MATLAB
R
C
C++
HTML/CSS
SQL / MySQL
Frameworks & Libraries
PyTorch
TensorFlow
Keras
Scikit-learn
NumPy
Pandas
Matplotlib
OpenCV
Hugging Face Transformers
MONAI
Dry-Lab Skills
Medical and Biomedical Image Analysis
Biomedical and Physiological Signal Analysis
Machine Learning and Deep Learning Model Development
Convolutional Neural Network Design and Optimization
Medical Image Classification, Segmentation, and Synthesis
Pre-trained Models, Transfer Learning, and Fine-Tuning
Multimodal Biomedical Data Analysis and Integration
Spatial Omics and Spatial Transcriptomics Data Analysis
Computer-Aided Diagnosis and Decision-Support System Development
Image Processing, Feature Extraction, and Quantitative Analysis
Deep Learning Model Evaluation and Statistical Analysis
Scientific Visualization and Interactive GUI Development
Tools & Softwares
Anaconda Navigator
Jupyter Notebook
PyCharm
Google Colab
LaTeX / Overleaf
Windows
Linux
Microsoft Office
Microsoft PowerPoint
Microsoft Excel
Google Docs
Google Sheets
Diagrams.net (draw.io)
Mendeley
EndNote
Git and GitHub
Visual Studio Code