In the second course of Machine Learning Engineering for Production Specialization, you will build data pipelines by gathering, cleaning, and validating datasets and assessing data quality; implement feature engineering, transformation, and selection with TensorFlow Extended and get the most predictive power out of your data; and establish the data lifecycle by leveraging data lineage and provenance metadata tools and follow data evolution with enterprise data schemas.
Este curso faz parte do Programa de cursos integrados Machine Learning Engineering for Production (MLOps)
oferecido por

Informações sobre o curso
• Some knowledge of AI / deep learning
• Intermediate Python skills
• Experience with any deep learning framework (PyTorch, Keras, or TensorFlow)
O que você vai aprender
Identify responsible data collection for building a fair ML production system.
Implement feature engineering, transformation, and selection with TensorFlow Extended
Understand the data journey over a production system’s lifecycle and leverage ML metadata and enterprise schemas to address quickly evolving data.
Habilidades que você terá
- ML Metadata
- Convolutional Neural Network
- TensorFlow Extended (TFX)
- Data Validation
- Data transformation
• Some knowledge of AI / deep learning
• Intermediate Python skills
• Experience with any deep learning framework (PyTorch, Keras, or TensorFlow)
oferecido por
Programa - O que você aprenderá com este curso
Week 1: Collecting, Labeling and Validating Data
Week 2: Feature Engineering, Transformation and Selection
Week 3: Data Journey and Data Storage
Week 4 (Optional): Advanced Labeling, Augmentation and Data Preprocessing
Avaliações
- 5 stars60,36%
- 4 stars21,40%
- 3 stars9,86%
- 2 stars5,01%
- 1 star3,34%
Principais avaliações do MACHINE LEARNING DATA LIFECYCLE IN PRODUCTION
It is really good course, the detail explanation of Data LifeCycle in TFX!
The course is exciting. Lab and exercises are informative, but the answer to the quizzes are a little ambiguous.
Best course for the professionals looking to upgrade there ML skills at production level! Thanks to the brilliant and wonderful course instructor.
Lessons are well structured and clear, and the labs are very instructive. Above all the course is fun!
Sobre Programa de cursos integrados Machine Learning Engineering for Production (MLOps)

Perguntas Frequentes – FAQ
Quando terei acesso às palestras e às tarefas?
O que recebo ao me inscrever nesta Especialização?
Existe algum auxílio financeiro disponível?
Mais dúvidas? Visite o Central de Ajuda ao estudante.