Chevron Left
Back to Machine Learning Data Lifecycle in Production

Learner Reviews & Feedback for Machine Learning Data Lifecycle in Production by DeepLearning.AI

4.3
stars
560 ratings

About the Course

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. Understanding machine learning and deep learning concepts is essential, but if you’re looking to build an effective AI career, you need production engineering capabilities as well. Machine learning engineering for production combines the foundational concepts of machine learning with the functional expertise of modern software development and engineering roles to help you develop production-ready skills. Week 1: Collecting, Labeling, and Validating data Week 2: Feature Engineering, Transformation, and Selection Week 3: Data Journey and Data Storage Week 4: Advanced Data Labeling Methods, Data Augmentation, and Preprocessing Different Data Types...

Top reviews

SC

Jul 2, 2021

Interesting material. There are quite a lot of typos and many code snippets are directly from the tfx manual pages however the instructions provided and logic of the course is clear.

EH

Nov 4, 2022

After a few hiccups it was actually very good, because you proper had to dive into the documentation of tax to find out the solutions, which is usually the best way to learn it.

Filter by:

76 - 100 of 104 Reviews for Machine Learning Data Lifecycle in Production

By Choo W

Aug 15, 2021

By Khaerul U

Dec 30, 2021

By Bharath P

May 29, 2021

By Gonzalo A M

Oct 27, 2021

By Thomas K

Jul 15, 2022

By Ryan C

Feb 25, 2022

By AGNUS F

Jul 13, 2022

By Daniel E

Mar 3, 2022

By Matthew Z

Nov 20, 2022

By Sagar D

May 14, 2022

By Michael L

Jul 13, 2022

By Byeng H A

Nov 8, 2022

By Carlos C

Oct 24, 2021

By Will N

Mar 28, 2022

By Roberto N L

Jan 28, 2022

By Nikki A

Jan 11, 2022

By David C

Sep 16, 2022

By Hugh K

Oct 24, 2022

By Max A

Sep 17, 2021

By Merlin S (

Jul 4, 2021

By Chandra B

Apr 6, 2022

By Panagiotis S

Jan 25, 2022

By Simon B

Sep 8, 2022

By Germán G

May 28, 2021

By Imya F

Sep 9, 2022