This short course helps you build and optimize machine learning workflows using TensorFlow 2.x. You’ll start by structuring an end-to-end pipeline that includes data ingestion with tf.data, model definition with Keras, and custom training with checkpointing for reliability. You’ll then learn how to optimize your models for deployment using TensorFlow Lite, including post-training quantization and latency benchmarking. Along the way, you’ll see how ML engineers measure performance, evaluate tradeoffs, and deploy models to mobile and edge devices. Through hands-on practice and real-world examples, you’ll learn to think like an applied ML practitioner who builds efficient, production-ready TensorFlow systems.

Build & Optimize TensorFlow ML Workflows

Build & Optimize TensorFlow ML Workflows
This course is part of multiple programs.

Instructor: ansrsource instructors
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Intermediate level
Recommended experience
2 hours to complete
Flexible schedule
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Recently updated!
March 2026
Taught in English
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