I’m a person who made a tough decision to take care of future generations and make a peace with mother nature by changing his work career from a petroleum-oriented firm to become Computational Sciences master's student at Freie Universität Berlin.
| Repos | Technology Stack | About |
|---|---|---|
| How to Process Signals Using CNN and Transformers? | Python (PyTorch, NumPy, Pandas, Optuna, Obspy and Matplotlib libraries) | Perform transfer learning using CNNs (U-Net) and Transformers to identify the primary and secondary wave arrival times of earthquakes |
| How to Apply a Deep-Neural-Network-Based Seismic Arrival Time Picking Method(U-Net) | Python (NumPy, Pandas, Obspy and Matplotlib libraries) | Apply U-Net in Seismic Signals to classify primary and secondary wave arrival times of earthquakes |
| How to Simulate Water Molecules in Many-body Systems Using Efficient Algorithms | Python (NumPy, SciPy, and Matplotlib libraries) | Solving Newton's equations of motion does not immediately suggest activity at the cutting edge of research. The molecular dynamics algorithm in most common use today may even have been known to Newton. In strong constrast to the prepending quote,taken from an introductory text on molecular dynamics, one can argue that the simulation of large particle systems on multiple scales is non trivial and an ongoing endevour. To familiarize with the computational tasks, this project considers one of the most ubiquitous molecules, water. Despite its relative simple structure, the importance of water as solvent results in a whole zoo of available models. |
| How to use different Machine Learning algorithms to predict individual income (Classification task) | Python (NumPy, Pandas, scikit-learn , and Matplotlib libraries) | data preprocessing, outlier detection, Features selection, and apply different algorithms |
| How to use different Machine Learning algorithms to cluster people (Clustring task) | Python (NumPy, Pandas, scikit-learn , and Matplotlib libraries) | data preprocessing, outlier detection, dimensionality reduction, and apply different algorithms |
| How to implement a Hedging Strategy to trigger the trade in Binance (demo) | Python | Connect to Binanace server, get crypto pairs information, calculate indicators, implement Hedging Strategy to find the entry time |
| How to Find the Optimized Well Location in Gas Field Using Genetic Algorithm | Matlab, and Finite Volume Method | Thesis Topic: “Optimization of Vertical and Horizontal Wells Design in Gas Reservoirs Using Genetic Algorithm Approach.” (Under financial Support from National Iranian Central Oil Fields Company) |
| How to Find the Optimized Well Trajectory Using Genetic Algorithm (Paper) | Matlab, and Finite Difference Method | A population-feedback control based algorithm for well trajectory optimization using proxy model |