Dr. Estera Kot

Microsoft Fabric Data Science - Detecting Machine Failure (Classification).

Episode 56 of Fabric Espresso, hosted by Dr. Estera Kot.

Video thumbnail for Microsoft Fabric Data Science - Detecting Machine Failure (Classification).. Opens the video on YouTube.

Length 23:51. Published Jun 4, 2024 on the Azure Synapse Analytics YouTube channel. Topic: Data Science and Machine Learning.

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About this episode

Text from the YouTube description.

Microsoft Fabric Data Science - Detecting Machine Failure (Classification).Predict when manufacturing equipment will fail.

Explore the process of predicting machine failures with Fabric Data Science. This episode delves into classification methods used in detecting manufacturing equipment failures, providing valuable insights for both novice and experienced data scientists.

🎙 Meet the Speakers:

👤 Guest Expert: Amir H. Jafari, PhD, Senior Product Manager | Fabric Data Science

LinkedIn: https://www.linkedin.com/in/ahjafari/

👤 Host: Estera Kot, PhD, Principal Product Manager at Microsoft.

LinkedIn: https://www.linkedin.com/in/esterakot/

Twitter: https://twitter.com/estera_kot

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Chapters

  1. 0:00 Introduction to the demo
  2. 2:19 Environment setup
  3. 4:19 Data loading and cleaning
  4. 6:46 Exploratory data analysis
  5. 10:49 Handling imbalanced data
  6. 14:51 Training and model selection
  7. 19:30 Generating insights
  8. 20:56 Closing and scalability

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