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ML Experiment Tracking with Vertex AI

Автор: ML Engineer

Загружено: 2022-11-17

Просмотров: 14286

Описание:

Experimenting with machine learning models can get messy
We need to be organized and have a process to keep track of all the different architectures and parameters we set when experimenting and training our models. Vertex AI Experiments helps you easily track, compare and search within your experiments.

📓 Notebook: https://colab.research.google.com/dri...
📖 Article:
  / machine-learning-experiment-tracking-with-...  

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You can find me here:
LinkedIn:   / saschaheyer  
Twitter:   / heyersascha  


If you or your company is looking for advice on the cloud or ML, check out the company I work for.
https://www.doit.com/
We offer consulting, workshops, and training at zero cost. Imagine an extension for your team without additional costs.

#vertexai #googlecloud #machinelearning #mlengineer #doit

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▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:47 Auth and SDK
01:34 Experiment
02:25 Runs
02:59 Parameters
03:48 Metrics
04:11 Summary Metrics
04:56 Time Series Metrics
06:42 Classification Metrics
07:36 Artifacts
10:43 Visualization
12:23 Pricing
13:16 Bye

ML Experiment Tracking with Vertex AI

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