Amr Mashlah, Artificial Intelligence (AI) Developer in London, United Kingdom
Amr Mashlah

Artificial Intelligence (AI) Developer in London, United Kingdom

Member since October 3, 2018
Amr is a senior data scientist with several years of experience applying machine learning in the telecom, healthcare, and entertainment industries. Having worked with multiple startups in London, he has developed critical skills to adapt quickly to different technology stacks. He works primarily on data analytics and develops production-ready ML models. In addition to and prototyping algorithmic solutions, he enjoys communicating data science results with interactive visualisation tools.
Amr is now available for hire

Portfolio

  • eezylife Inc.
    Jupyter Notebook, SciPy, Data Visualization, Matplotlib, Scikit-learn...
  • MachineMedicine
    Jupyter Notebook, Data Visualization, Matplotlib, Git, MongoDB, SQLAlchemy...
  • IntentHQ
    Jupyter Notebook, Data Visualization, Matplotlib, Git, NLTK, SQL...

Experience

Location

London, United Kingdom

Availability

Part-time

Preferred Environment

Jupyter, Git, NumPy, Python, Pandas, Jupyter Notebook

The most amazing...

...thing I've developed is behavioral clustering with LDA using few labeled data as seeds to influence learned clusters.

Employment

  • Senior Machine Learning Engineer

    2020 - PRESENT
    eezylife Inc.
    • Optimized quality of recommendations for the end-users.
    • Worked on continuous model training/deployment and experiment management system.
    • Built an interactive model interpretation tool that was used for debugging and communicating results with business stakeholders.
    Technologies: Jupyter Notebook, SciPy, Data Visualization, Matplotlib, Scikit-learn, Convolutional Neural Networks, Git, NLTK, SQL, SQLAlchemy, Machine Learning, Artificial Intelligence (AI), Keras, Jupyter, NumPy, Pandas, TensorFlow, PostgreSQL, Python
  • Data Scientist

    2018 - 2019
    MachineMedicine
    • Used pose estimates from video recording to assess motor skills objectively for Parkinson's patients.
    • Built the analytics pipeline using Python and ingested it in a Flask web application.
    • Created plots to visualize and validate the several steps in the analytics pipeline and the activity detection algorithm.
    Technologies: Jupyter Notebook, Data Visualization, Matplotlib, Git, MongoDB, SQLAlchemy, Machine Learning, Artificial Intelligence (AI), Keras, Jupyter, NumPy, Pandas, SciPy, Scikit-learn, Python
  • Data Scientist

    2016 - 2018
    IntentHQ
    • Researched new approaches to data enrichment techniques, including behavioral clustering, audience expansion, and modeling user preferences.
    • Enhanced data quality control by creating a web interface for topic disambiguation, automating the repetitive analysis, and reports.
    • Labeled unlabeled data using probabilistic methods.
    • Devised the evaluation metrics for model performance.
    Technologies: Jupyter Notebook, Data Visualization, Matplotlib, Git, NLTK, SQL, Machine Learning, Artificial Intelligence (AI), Keras, TensorFlow, Jupyter, NumPy, Pandas, SciPy, Scikit-learn, Python

Experience

  • ML Framework
    https://github.com/amrakm/ML_Framework

    A generic ML experiment framework to be used as a starting point and a baseline.

    Works on tabular datasets, handles numerical and categorical data automatically, and extracts embedding from text fields using BERT model.

  • DQN_Navigator
    https://github.com/amrakm/DQN_Navigator

    Using deep reinforcement learning (DQN) to navigate a 3D Unity ML environment.

Skills

  • Languages

    Python, Scala, SQL
  • Libraries/APIs

    Pandas, Keras, NumPy, Scikit-learn, Matplotlib, SQLAlchemy, TensorFlow, SciPy, PyTorch, TensorFlow Deep Learning Library (TFLearn), NLTK
  • Paradigms

    Data Science
  • Storage

    Databases, MySQL, MongoDB, PostgreSQL
  • Other

    Data Analytics, Machine Learning, Data Cleaning, Data Handling, Machine Language, Convolutional Neural Networks, Artificial Intelligence (AI), Data Reporting, Recommendation Systems, Data Visualization, Dashboards, APIs, Deep Learning, Algorithms, Deep Reinforcement Learning
  • Tools

    Git, Jupyter
  • Platforms

    Jupyter Notebook

Education

  • Master of Science degree in Artificial Intelligence
    2015 - 2016
    University of Edinburgh - Edinburgh, United Kingdom
  • Bachelor of Engineering degree in Mechatronics Engineering
    2007 - 2013
    University of Aleppo - Aleppo, Syria

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