AI Engineer | Computational Sciences master's graduate from Freie Universität Berlin.
| Repos | Technology Stack | About |
|---|---|---|
| How to Predict Epidemics? | Python (NumPy and Matplotlib libraries) | Using percolation theory, finding the threshold of number of people infected in a given small-world network to declare it as an epidemic |
| Satellite Image Object Classification | Python (NumPy, Pandas, Scikit-learn, Seaborn and Matplotlib libraries) | Classification of land objects in satellite images using XG Boost |
| Molecular Dynamics of protein | Python (NumPy and Matplotlib libraries) and Visual Molecular Dynamics | Common Nearest Neighbours clustering of dynamics of 6a5j protein |
| Event Driven Pedestrian & Vehicle Detection | Python, YOLO, OpenCV, NumPy, Docker, TQDM | Vehicle detectiob by YOLO |
| 1. Logistic Regression from scratch and sklearn | Python (NumPy, Matplotlib and Sklearn libraries) | Comparing the performance of logistic regression built from scratch and using built-in function from sklearn |
| 2. Neural Network from scratch | Python (NumPy and Matplotlib libraries) | Building the neural network from scratch and comparing it's performance with logistic regression (from sklearn) |
| 3. Deep Neural Network from scratch | Python (NumPy and Matplotlib libraries) | Comparing performance of a 4-layer network with a 2-layer network |
| SPC Water Model | Python (NumPy and Matplotlib libraries) and Visual Molecular Dynamics | Simulating water molecules employing flexible simple point-charge water model |
| 4. Neural Network in PyTorch | Python (NumPy, torch and Matplotlib libraries) | A 2 layer neural network to recognize handwritten digits |
| Convolutional Neural Network | Python (NumPy, PyTorch and Matplotlib libraries) | 3-class classification (dogs, cats and frogs) of images of size 32 x 32 x 3 |
| Recurrent Neural Network | Python (NumPy, PyTorch and Matplotlib libraries) | Labelling [0....4] sequences of genetic code where each sequence is a string of of letters ['A', 'C', 'G', 'T'] |
⚡ Fun fact: All languages travel at the speed of sound but not the sign language. It travels at the speed of light!
⚡ Truth: You are not scared of being alone in the dark, you are scared of not being alone in the dark.