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Farid Soroush's Projects

backtrader icon backtrader

Python Backtesting library for trading strategies

bokeh icon bokeh

Interactive Data Visualization in the browser, from Python

ccxt icon ccxt

A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges

hand_gesture_recognition_for_ar_vr_interfaces icon hand_gesture_recognition_for_ar_vr_interfaces

Gesture recognition developed using TensorFlow and OpenCV. The project aims to accurately identify hand gestures from static images, focusing on the classic gestures of rock, paper, and scissors. This application is a stepping stone towards recognition tasks in AR/VR environments.

hyper_parameter_optimization_machine_learning icon hyper_parameter_optimization_machine_learning

Bayesian Optimization, SHAP, and traditional evaluation matrices for ML. Focusing on decision tree classifier for hyperparameter tuning, interpretability, and robustness of performance metrics.

llm_security_and_performance_enhancement_suite icon llm_security_and_performance_enhancement_suite

A toolkit designed to enhance the security, performance, and fairness of Large Language Models (LLMs). Features include veracity checking, prompt injection defense, data drift detection, model performance monitoring, bias detection, and providing explainable AI insights.

mlfinlab icon mlfinlab

MlFinLab helps portfolio managers and traders who want to leverage the power of machine learning by providing reproducible, interpretable, and easy to use tools.

options_pricing_in_cpp icon options_pricing_in_cpp

Monte Carlo method to price European options using GBM and Heston models. Leveraging the computational efficiency of C++, our simulations reveal distinct price paths for each model.

plm_system_with_sqlite_and_python icon plm_system_with_sqlite_and_python

PLM system from using SQL and Python for PCB database management, issue tracking, version control, dashboard and reporting, revision locking/unlocking, workflow automation, branching and merging of designs, and REST API for integration with other tools and platforms

pybind11 icon pybind11

Seamless operability between C++11 and Python

signal_and_image_processing icon signal_and_image_processing

Fundamental concepts in signal processing and image processing. Practical examples for signal conditioning, sensor calibration, and various image processing techniques like Fourier Transforms and edge detection.

statsmodels icon statsmodels

Statsmodels: statistical modeling and econometrics in Python

trading_platform icon trading_platform

Full trading platform: automated data fetch/clean, feature augmentation, AI model (trained GB AWS, validation/testing), backtesting, real-time execution (w/ risk management, portfolio optimization and order management modules), evaluation module and GUI.

video_stabilization_tool icon video_stabilization_tool

Stabilizing shaky videos using Python and OpenCV. A video stabilization script that leverages the ECC algorithm to align video frames and mitigate the effects of camera shake. Also, features a user-friendly Tkinter GUI for a side-by-side comparison

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