TECHNICAL SKILLS
๐ง Machine Learning & Statistical Modeling
Regression, classification, clustering, time-series forecasting, survival analysis, Bayesian inference, ensemble methods, probabilistic modeling.
๐ Explainable AI & Interpretability
Grad-CAM, SHAP, LIME, saliency maps, confidence estimation, attention visualization. Applied to biomedical and manufacturing AI systems.
๐คDeep Learning
CNNs, RNNs, LSTMs, autoencoders, GANs, attention mechanisms, transformers (e.g., BERT), and semi-supervised & unsupervised learning.
๐ Large Language Models & Agentic AI
Prompt engineering, instruction tuning, few-shot learning, retrieval-augmented generation (RAG), agent frameworks. Experience with GPT, Claude, Qwen3, Mistral, and Hugging Face Transformers.
๐ก Data Analysis & Visualization
Exploratory data analysis, statistical testing, signal denoising, interactive dashboards (Plotly, Dash), reporting (Seaborn, Matplotlib), Power BI..
๐๏ธ Computer Vision & Biomedical AI
Image classification, segmentation, object detection, transfer learning (VGG, ResNet), signal processing for PPG/ECG, timeโfrequency analysis (scalograms), and wearable health application
โ๏ธ Data Engineering & ML Deployment
Data preprocessing, feature engineering, model optimization, ML pipelines, MLflow, Docker, ONNX,.
๐ป Programming & Tools
Languages: Python, C
Libraries & Frameworks: Scikit-learn, PyTorch, TensorFlow, Keras, OpenCV, NumPy, Pandas, Hugging Face, MLFLOW.
๐ก Other Skills
Research mentoring, technical writing (papers, patents, project reports), academic presentations, innovation documentation.
GOOD TO KNOW
A Great Presenter
I present my work at various events, including technical conferences and management forums. I host technical sessions, deliver keynote speeches, and give lectures to students. I have a successful track record and have received awards for my presentations.
A Humble Writer
Writing has become a part-time profession as a doctoral student, and I enjoy doing so. I have published many abstracts, short papers, conference papers, and journal papers. Writing innovation and business reports has also become integral to my work.
Knowledge Sharing & Mentoring
Knowledge shared is knowledge gained. As a researcher, teacher, and student mentor, it has become my nature to tailor my knowledge-sharing capability efficiently to the correct audience.
Multicultural Dynamics
Since starting my journey in Europe in 2017, I have been in a multicultural environment at work and university and thoroughly enjoy doing so. Not only is it interesting to know and work with people from diverse technical and cultural backgrounds, but it is also crucial for creativity and innovation, which I strive for.
Stress Management
I am a full-time data scientist and a doctoral student with a diverse set of hobbies.
Yes, I can work under tremendous pressure and strict deadlines. I have become proficient with more than five years of experience in this field. Need a paper for publication in a week? Yes, I have done that. Need to finish a project in three months? Yes, I have done that, too.