Founder
2022 - PRESENTPatternedAI- Developed a customized Stable Diffusion model and served it using serverless GPUs.
- Fine-tuned a custom image generation model and optimized it for different use cases.
- Handled autoscaling computes necessary to serve a large volume of users and cut costs with a low number of users.
Technologies: Artificial Intelligence (AI)Senior Machine Learning Engineer
2020 - PRESENTEezylife Inc.- Built and maintained recommendation engines for restaurants, events, movies, and music.
- Extracted key information that helps users relate to their recommendations.
- Developed an interactive interpretation tool for debugging and validation.
- Hired and managed a team of data scientists and mentored interns.
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, Topic Modeling, Computer VisionData Scientist
2018 - 2019MachineMedicine- 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, PythonData Scientist
2016 - 2018IntentHQ- 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
Amr Mashlah
Artificial Intelligence (AI) Developer in London, United Kingdom
Member since January 2, 2019
Amr builds machine learning services from prototype to production. His diverse ML experience helps him build rapid prototypes and find new creative uses for ML models from different domains. Amr enjoys building interactive visualization tools to validate and communicate results.
Amr is now available for hire
Portfolio
- PatternedAIArtificial Intelligence (AI)
- Eezylife Inc.Jupyter Notebook, SciPy, Data Visualization, Matplotlib, Scikit-learn...
- MachineMedicineJupyter Notebook, Data Visualization, Matplotlib, Git, MongoDB, SQLAlchemy...
Experience
- Artificial Intelligence (AI) 6 years
- Data Science 6 years
- NumPy 6 years
- Pandas 6 years
- Python 6 years
- Machine Learning 6 years
- Scikit-learn 5 years
- SciPy 3 years
Availability
Full-time
Preferred Environment
Jupyter, Git, NumPy, Python, Pandas, Jupyter Notebook, SQL
The most amazing...
...thing I've developed is behavioral clustering with LDA using few labeled data as seeds to influence learned clusters.
Employment
Experience
- Semantic Searchhttps://github.com/amrakm/semantic_search
An interactive web app to perform a semantic search in a large number of documents.
A script to embed a list of documents and upload them to a vector database. These embeddings were matched against search queries and served in a Streamlit web app. - ML Frameworkhttps://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_Navigatorhttps://github.com/amrakm/DQN_Navigator
Using deep reinforcement learning (DQN) to navigate a 3D Unity ML environment. This is an exercise to train an RL agent using DQN to navigate a large, square world. This is a customized version of Unity ML agents.
Skills
Languages
Python, Scala, SQLLibraries/APIs
Pandas, Keras, NumPy, Scikit-learn, Matplotlib, SQLAlchemy, TensorFlow, SciPy, PyTorch, TensorFlow Deep Learning Library (TFLearn), NLTK, Beautiful SoupTools
Amazon SageMaker, Git, JupyterParadigms
Data SciencePlatforms
Jupyter Notebook, Amazon Web Services (AWS)Storage
Databases, PostgreSQL, MySQL, MongoDBOther
Data Analytics, Machine Learning, Data Cleaning, Data Handling, Machine Language, Convolutional Neural Networks, Natural Language Processing (NLP), Artificial Intelligence (AI), Data Reporting, Recommendation Systems, Data Visualization, Dashboards, APIs, Deep Learning, Topic Modeling, Generative Pre-trained Transformer 3 (GPT-3), Sentiment Analysis, Clips, OpenAI, Diffusion Models, Stable Diffusion, Algorithms, Deep Reinforcement Learning, Computer Vision, Streamlit, Vector Data, Vector Databases, Semantics, Scraping, Reinforcement Learning, BERTFrameworks
Selenium
Education
- Master of Science Degree in Artificial Intelligence2015 - 2016University of Edinburgh - Edinburgh, United Kingdom
- Bachelor of Engineering Degree in Mechatronics Engineering2007 - 2013University of Aleppo - Aleppo, Syria
