Kubeflow for Machine Learning • Holden Karau & Adi Polak • GOTO 2022

47:33 532 views 100% Published 2 months ago

This interview was recorded for the GOTO Book Club. #GOTOcon #GOTObookclub

Holden Karau - Co-Author of "Kubeflow for Machine Learning" & Open Source Engineer at Netflix
Adi Polak - VP of Developer Experience at Treeverse & Contributing to lakeFS OSS

Machine Learning has been declared dead several times but that’s far from true. Join Adi Polak, vice president of developer experience at Treeverse, and Holden Karau, open source engineer at Netflix, in their conversation about Kubeflow and how it provides better tooling in the ML space. The discussion touches on Holden’s book “Kubeflow for Machine Learning” and expands to cover the worlds of Ray and Dask: https://amzn.to/3JVngcx

00:00 Intro
02:51 How does Kubeflow work?
07:04 Structure of the book
14:52 Scaling Python with Dask / Scaling Python with Ray
20:51 API Comparison: Ray and Dask vs Apache Spark
25:56 Pluggable architecture
28:44 How to write three books in parallel?
35:28 Functional programming for kids
39:36 Pain points in data infrastructure
42:50 Outro

Read the full transcription of the interview here:

Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • https://amzn.to/3JVngcx
Holden Karau • Distributed Computing 4 Kids • https://www.distributedcomputing4kids.com
Holden Karau • Scaling Python with Dask • https://www.oreilly.com/library/view/scaling-python-with/9781098119867
Holden Karau & Boris Lublinsky • Scaling Python with Ray • https://www.oreilly.com/library/view/scaling-python-with/9781098118792
Holden Karau & Rachel Warren • High Performance Spark • https://amzn.to/3v2eLbn
Holden Karau, Konwinski, Wendell & Zaharia • Learning Spark • https://amzn.to/397e2NE
Holden Karau & Krishna Sankar • Fast Data Processing with Spark 2nd Edition • https://amzn.to/3xKhXKu
Holden Karau • Fast Data Processing with Spark 1st Edition • https://amzn.to/3rHQgOu
Adi Polak • Machine Learning with Apache Spark • https://www.oreilly.com/library/view/machine-learning-with/9781098106812
Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ
Aurélien Géron • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow • https://amzn.to/2XZaQy8

#Kubeflow #HoldenKarau #AdiPolak #ML #MachineLearning #AI #ArtificialIntelligence #Netflix #Treeverse #CloudNative #Kubernetes #k8s #Cloud #ClusterTypes #ScikitLearn #Scikit #TensorFlow #TF #ApacheSpark #Ray #Dask #Python #Spark #SoftwareEngineering #Programming #Coding #DataFrame #NumPy #SparkRDD #API #APIs #Metadata #LakeOSS #SodaCL

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