artsAug 18, 202523:04pending
Building Scalable Deep Learning Pipelines on AWS: Develop, Train, and Deploy Deep Learning Models
About this episode
A comprehensive guide to building scalable deep learning pipelines on AWS, focusing on practical implementation. It covers setting up the AWS environment, including EC2 instances and S3 buckets, and leveraging PySpark for data preprocessing. The text explores deep learning models for regression and classification tasks using PyTorch and TensorFlow, illustrating these with stock price prediction and diabetes classification examples. Furthermore, it examines workflow orchestration with Apache Airflow, demonstrating both standalone and Docker container deployments, and discusses techniques for improving model performance like regularization and hyperparameter tuning.
You can listen and download our episodes for free on more than 10 different platforms:
https://linktr.ee/cyber_security_summary
Get the Book now from Amazon:
https://www.amazon.com/Building-Scalable-Deep-Learning-Pipelines/dp/B0DG4N89W1?&linkCode=ll1&tag=cvthunderx-20&linkId=0a947eb271a673045283c7d0dbcfc752&language=en_US&ref_=as_li_ss_tl
Discover our free courses in tech and cybersecurity, Start learning today:
https://linktr.ee/cybercode_academy
You can listen and download our episodes for free on more than 10 different platforms:
https://linktr.ee/cyber_security_summary
Get the Book now from Amazon:
https://www.amazon.com/Building-Scalable-Deep-Learning-Pipelines/dp/B0DG4N89W1?&linkCode=ll1&tag=cvthunderx-20&linkId=0a947eb271a673045283c7d0dbcfc752&language=en_US&ref_=as_li_ss_tl
Discover our free courses in tech and cybersecurity, Start learning today:
https://linktr.ee/cybercode_academy
Get every episode summarized
Each time CyberSecurity Summary publishes, we email you a written briefing from the transcript — the topics, who appeared, and any specific claims, with the ad reads skipped.
Email me new episodesFree for 3 shows. No card needed.
No transcript yet
This episode has not been transcribed. Request it and it moves to the front of the queue.
More episodes
More from CyberSecurity Summary
Building Telegram Bots: Develop Bots in 12 Programming Languages using the Teleg...
CyberSecurity Summary
Apr 14, 202619:01failed
What You Need to Know about Docker: The absolute essentials you need to get Dock...
CyberSecurity Summary
Apr 13, 202624:01failed
Build Your Own Website: A Comic Guide to HTML, CSS, and WordPress
CyberSecurity Summary
Apr 12, 202620:02failed
Azure DevOps Explained: Get started with Azure DevOps and develop your DevOps pr...
CyberSecurity Summary
Apr 11, 202620:53failed