🦠⚡️ Neural Cellular Automata (NCA) implemented with PyTorch Lightning
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Updated
Jun 29, 2021 - Python
🦠⚡️ Neural Cellular Automata (NCA) implemented with PyTorch Lightning
Using the Knn algorithm, it detects whether the tumor is benign or malignant in people diagnosed with breast cancer.
The aim of the project, to determine whether the breast cancer cell is malignant or benign.I got the dataset from Kaggle.
This project implements two algorithms, K-Nearest Neighbors (KNN) and Large Margin Nearest Neighbor (LMNN) using the Neighbourhood Component Analysis (NCA) approach.
Python-first toolkit for dissolution similarity, NCA, PK/PD simulation, and pharmacometric reporting
Open-source structured corpus and evaluations for Saudi AI governance frameworks (PDPL, SDAIA AI Ethics, NCA ECC).
Neural Cellular Automata as a universal digital computing substrate accelerated with JAX
Phoenix WinNonlin-compatible PK/PD/NCA/Compartmental analysis copilot for Claude Code — version-aware (WinNonlin 5.3/6.4/8.3), CDISC SDTM/ADaM, 21 CFR Part 11 technical controls
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