How to train a Convolutional Neural Network on Databricks with Tensorflow and Keras

techgeorge — Fri, 04 Apr 2025 08:44:08 GMT

Here is how to trained a lightweight Convolutional Neuronal Network (CNN) to detect pneumonia from chest X-rays pictures on Azure Databricks.

I promise no LLMs, no hype, just real-world deep learning:

1. Built it with TensorFlow & Keras on Databricks
2. Dataset: 4,000+ chest X-rays labeled as normal or pneumonia. Source - Kaggle
3. It doesn't hallucinate — it predicts, with a confusion matrix available
4. Full breakdown, with code included, is on Medium below.

#deeplearning #databricks #dataengineering #ml

Convolutional Neural Network to Spot Pneumonia from X-rays on Databricks with Tensorflow and Keras

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How to train a Convolutional Neural Network on Databricks with Tensorflow and Keras