52 weeks Live Coding MLOPs Episode 2: Serving TensorFlow Models | Pragmatic AI Solutions


52 weeks Live Coding MLOPs Episode 2: Serving TensorFlow Models | Pragmatic AI Solutions
English | Size: 1.26 GB
Genre: eLearning

In this episode of 52 weeks of Live Coding MLOps I dive into serving out TensorFlow models to the world.
00:00 Intro
02:00 TensorFlow Serving – What is it?
07:00 TensorFlow Serving colab notebook
08:54 Porting code from Colab to Github
10:00 Build Python Tensorflow model scaffolding
13:23 Using pip freeze to get a list of dependencies
17:00 Attemping a first script for MLOps
20:00 Saving the TensorFlow model
24:00 Installing debian packages for TensorFlow serving
29:00 Trying and failing to invoke the model

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