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gsmkbr/README.md
  • 👋 Hi, I'm Ghasem Akbari, @gsmkbr
  • 👀 I'm an experienced researcher in the field of fluid dynamics and data science/analysis. I am skilled in implementation of various supervised/unsupervised deep learning architectures (CNNs, RNNs, Transfer learning, auto-encoders, etc) for purposes such as data reconstruction/imputation and super-resolution, anomaly detection, fault diagnosis, predictive maintenance and computer vision.
  • 🌱 I’m currently developing my knowledge in Cloud Computing on AWS; Big Data with Spark and NLP.
  • 💞️ I am collaborating with a research team at the Advanced Anemometry Lab. in Amirkabir University of Technology with a focus on data-driven modeling and prediction of flow characteristics using deep learning methodology.
  • 📫 You can reach me via the email, gh.akbari.me@gmail.com

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  1. Compressor_Fault_Diagnosis Compressor_Fault_Diagnosis Public

    This project deals with detection and diagnosis of 7 faults of a reciprocating compressor using acoustic signals. After feature extraction, various machine learning algorithms are utilized to class…

    Python 15 1

  2. Bearing_Fault_Diagnosis Bearing_Fault_Diagnosis Public

    This project attempts to identify nine different faults and the healthy condition based on vibrational dataset of bearings. For this purpose, the original time series signals are transformed into 2…

    Jupyter Notebook 13

  3. Frailty_Classification_based_on_Kinect_Pose Frailty_Classification_based_on_Kinect_Pose Public

    This project deals with calssification of frailty level of humans based on Kinect time series obtained during various physical exercises.

    Python

  4. ML_reconstruction_of_PIV_map ML_reconstruction_of_PIV_map Public

    In this project, gappy regions of PIV vector maps are constructed by machine learning algorithms as well as popular statistical interpolation techniques.

    Python 2

  5. RL_PPO_Cartpole RL_PPO_Cartpole Public

    Reinforcement Learning based on Proximal Policy Optimization (PPO), on the Cartpole environment

    Python