52 Weeks Live Coding MLOps Episode 1

Channel:
United States Pragmatic AI Labs
Subscribers:
17,700
Published on ● Video Link: https://www.youtube.com/watch?v=aRwMUGQq7gY


Category:
Show
Duration: 28:46
392 views
21

First episode of the series 52 weeks of MLOps. This episode starts with Tensorflow.

00:00 Intro
03:00 Walk through of options for deploying Tensorflow
06:00 Using Colab Notebook runtime options including GPU and TPU
08:00 Creating a copy of Colab into Github
09:41 Using MNIST dataset to do work with Keras
12:48 Training a model with Keras in Colab
14:00 Running a simple TFX Pipeline in Colab with Tensorflow
23:00 Inspecting the contents of the exported Tensorflow model on disk

If you enjoyed this video, here are additional resources to look at:

Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

Subscribe to 52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/



Other Videos By Pragmatic AI Labs


2022-05-1352 weeks Swift: Episode 13 Inheritance
2022-05-1352 weeks Live Coding MLOPs: Episode 2: Serving TensorFlow Models
2022-05-1352 weeks AWS: Episode 21 Solutions Architect: Building Microservices
2022-05-12Cloud-Native Pytest Tips and Tricks from Ground Zero
2022-05-1152-Weeks-Live-Coding-MLOps-Episode-2
2022-05-1152 Weeks AWS: Episode 21-SA- Continued-Building Microservices and Serverless Architectures
2022-05-1052 Weeks of Swift: Episode 13 - Inheritance
2022-05-06Getting started with cloud pipelines with AWS Step Functions and AWS Lambda in Python
2022-05-06Swift Episode 12 Subscripts
2022-05-0652 weeks Swift Episode 11 Methods
2022-05-0652 Weeks Live Coding MLOps Episode 1
2022-05-0652 weeks AWS: Episode 20 - Solutions Architect-Decouple
2022-05-05Python for DevOps Master Class 2022: CI/CD, Github Actions, Containers and Microservices
2022-05-0452-Weeks-Live-Coding-MLOps-Episode-1
2022-05-0452 Weeks AWS: Episode 20-Solutions Architect Continued-Building Decoupled Architectures
2022-05-0352 Weeks of Swift: Episode 12 - Subscripts
2022-04-1452 weeks AWS: Episode 19 - Solutions Architect Caching
2022-04-14Build Real-World Python Microservices with Continuous Delivery From Zero
2022-04-1352 Weeks AWS: Episode 19-Solutions Architect Continued-Caching Content
2022-04-1252 Weeks of Swift: Episode 11 - Methods
2022-04-08Learn Python in five Minutes with Colab Notebook