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MLOps with TensorFlow: Building and Deploying Production ML Pipelines
Manage MLOps and deploy Machine Learning to production with the new and improved TFX

Manage MLOps and deploy Machine Learning to production with the new and improved TFX

MLOps with TensorFlow: Building and Deploying Production ML Pipelines

الدرس السابق الدرس التالي

محتوى الكورس

جميع الدروس
29 درس
11:05 MLOps and TFX with Beam and Dataflow
26:41 ML engineering for production ML deployments with TFX (TensorFlow Fall 2020 Updates)
05:46 What exactly is this TFX thing? (TensorFlow Extended)
05:00 How do TFX pipelines work? (TensorFlow Extended)
05:32 Why do I need metadata? (TensorFlow Extended)
11:48 Distributed Processing and Components (TensorFlow Extended)
08:53 Model Understanding and Business Reality (TensorFlow Extended)
06:34 Deploying production ML models with TensorFlow Serving overview
05:51 TensorFlow Serving client examples
07:15 How to customize TensorFlow Serving
08:49 TensorFlow Serving performance optimization
07:27 Advanced features on TensorFlow Serving
41:46 TFX: Production ML pipelines with TensorFlow (TF World '19)
29:35 Day 2 Keynote (TF World '19)
36:23 Machine Learning Fairness: Lessons Learned (Google I/O'19)
31:35 TensorFlow Extended (TFX) Overview and Pre-training Workflow (TF Dev Summit '19)
15:07 TensorFlow Extended (TFX) Post-training Workflow (TF Dev Summit '19)
37:51 TensorFlow Extended (TFX): Machine Learning Pipelines and Model Understanding (Google I/O'19)
24:22 TFX: Production ML with TensorFlow in 2020 (TF Dev Summit '20)
49:00 Taking Machine Learning from Research to Production • Robert Crowe • GOTO 2019
24:12 SysML 19: Martin Zinkevich, Data Validation for Machine Learning
40:45 Continuous retraining with TFX and Beam
33:16 ML Deployment [Google #ML Summit]
38:20 From Experimentation to Products: The Production Machine Learning Journey • Robert Crowe • GOTO 2021
09:56 Machine Learning Engineering for Production (MLOps)
41:15 Beam Summit 2021 - ML Inference at scale, easy as learning your 5 times table
13:56 Does your app use ML? Make it a product with TFX | Session
07:48 Manage MLOps and deploy Machine Learning to production with the new and improved TFX
30:36 Adapting to Change: How Machine Intelligences Adapt to a Changing World • Robert Crowe • GOTO 2022