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@pyOpenSci @numaproj

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ab93/README.md

Typing SVG

I build ML systems that work in the real world; from research to production. Passionate about open source and the scientific Python ecosystem. For me, coding is an art.


Open-source Projects

Project Description
shap-monitor SHAP-based model monitoring
numalogic ML library for real-time data analytics and AIOps
numaflow-python Python SDK for Numaflow

Technical Talks

Talk Event Location
Causal Thinking in Machine Learning PyData Global 2025 Virtual
Causal Thinking in Machine Learning PyData Seattle 2025 Seattle, WA
Interpreting ML Models using SHAP PyBay 2025 San Francisco, CA
Interpreting ML Models using SHAP PyData Berlin 2025 Berlin, Germany
Interpreting ML Models using SHAP PyOhio 2025 Cleveland, OH
Open Code, Open Science SciPy 2025 Tacoma, WA
Explaining ML predictions with SHAP SciPy 2025 (Poster) Virtual
Mono-repositories in Python PyCascades 2025 Portland, OR
Reproducible Python projects using Nix PyData Global 2024 Virtual
Intuit's strategy for implementing AI-driven Progressive Delivery KubeCon NA 2024 Salt Lake City, UT
Reproducible work environments for data scientists using Nix PyData NYC 2024 New York, NY
Building Efficient Containers for Python Applications PyTexas 2024 Austin, TX
Containerizing Python: Crafting Better and Efficient Containers PyCascades 2024 Seattle, WA

Pinned Loading

  1. shap-monitor shap-monitor Public

    Monitor and explain your ML model in production

    Python 4 2

  2. numaproj/numalogic numaproj/numalogic Public

    Collection of operational time series ML models and tools

    Python 174 31

  3. numaproj/numaflow-python numaproj/numaflow-python Public

    Numaflow Python SDK

    Python 65 25

  4. Depression-Identification Depression-Identification Public

    Depression detection and severity estimation

    Python 13 4

  5. SIFCM SIFCM Public

    Image Segmentation using Spatial Intuitionistic Fuzzy C Means Clustering

    Python 31 18

  6. explainable-ml-shap explainable-ml-shap Public

    Jupyter Notebook 5