TF-Serving-Resources.md

Serve an ML Model using TensorFlow Serving

Code

https://github.com/ashmibanerjee/img-classifier-tfx

Model Serving through REST API

Blogpost

📌 [Tutorial]: A 4 Steps Tutorial to Serve an ML Model as REST API using TensorFlow Serving

Slides

Serve an ML Model as REST API using TensorFlow Serving

Model Serving through gRPC

Blogpost

📌 [Tutorial]: Introduction to ML Model using TensorFlow Serving and gRPC

References & Further Readings

REST API

• https://towardsdatascience.com/deploying-machine-learning-models-with-tensorflow-serving-an-introduction-6d49697a1315
• https://neptune.ai/blog/how-to-serve-machine-learning-models-with-tensorflow-serving-and-docker
• https://towardsdatascience.com/image-classification-on-tensorflow-serving-with-grpc-or-rest-call-for-inference-fd3216ebd4f3
• https://www.tensorflow.org/tfx/tutorials/serving/rest_simple
• https://levelup.gitconnected.com/serving-an-image-classification-model-with-tensorflow-serving-c4657584d73d

gRPC

• Introduction to gRPC
• What is gRPC? Protocol Buffers, Streaming, and Architecture Explained
• Image Classification on Tensorflow Serving with gRPC or REST Call for Inference
• Advanced Model Deployments with TFServing