GCP Learning Links - bobbae/gcp GitHub Wiki
Links for the GCP Learning main document
Basics
https://www.freecodecamp.org/news/computer-basics-for-absolute-beginners/
https://github.com/alex/what-happens-when
GCP on Github
https://github.com/GoogleCloudPlatform
https://github.com/topics/google-cloud
GCP related Videos
https://www.youtube.com/googlecloud
https://www.youtube.com/channel/UCJS9pqu9BzkAMNTmzNMNhvg
GCP related Newsletter
GCP related Podcasts
https://kubernetespodcast.com/
https://softwareengineeringdaily.com/category/all-episodes/exclusive-content/Podcast/
GCP related Blogs
https://cloud.google.com/blog/products/gcp
https://cloud.google.com/blog/products/data-analytics
https://firebase.googleblog.com/
https://medium.com/google-cloud
GCP Basics
Community Tutorials Github page
Curated list of awesome applications for GCP
Hands-on labs and samples for GCP ML workflows
GCP Coursera ML and Data related learning
Labs and Demos from GCP Data analyst training
Curated list of GCP educational resources
Tutorials on Dataflow, BigQuery, Spanner, Datalab, VM, Speech API
Code repo for Learning GCP book
Example Gcloud statements for GCP services
List of GCP, Azure, AWS, Alibaba Cloud learning resources
Notes on ML with Tensorflow Coursera course
Notes on GCP Big Data and ML fundamentals
ML with Tensorflow on GCP intro
Nodejs App example to learn GCP
Certification
https://medium.com/@meghabedi13/gcp-professional-cloud-architect-certification-guide-bc5ea00f8c6a
https://m.youtube.com/watch?v=UGRDM86MBIQ
GCP learning for PCA certification
GCP Certification prep materials
Cloud Data Engineer Cert study guide
Professional ML engineer cert materials
Awesome Lists
https://jimmysong.io/awesome-cloud-native/
Docs
Books
https://towardsdatascience.com/5-free-books-to-learn-statistics-for-data-science-768d27b8215
Cloud Shell
Writing Tutorials in Cloud Shell
Cloud Run
Cloud Run is a fully managed serverless platform offered in GCP for scalable containerized applications. It uses Knative, Kubernetes and service mesh and works with Cloud Build, Cloud Code and Artifact Registry.
Google github actions deploy-cloudrun
Codelabs
Publishing Tutorials in Codelab format
PubSub
Cloud Pub/sub messaging one-to-many tutorial
Gists
Gist to list projects that have owner IAM role
Gist to create dataset and table in BigQuery
Unscientific Gsutil vs. gcsfuse benchmark
Terraform
Using Terraform with Google Cloud
No Code
Data Studio
Jupyter Notebook
Codelabs can be used to learn GCP interactively.
Colaboratory can be used to run jupyter notebooks containing code to run on GCP.
AI Platform Notebooks can host jupyter notebooks as well.
Codelab setting up a AI Platform Notebook shows how to set up AI Platform notebooks.
Datalab also can be used to host jupyter notebooks. This is done by installing datalab and serving it on a VM.
Dataproc
Dataproc Hub and AI Platform Notebooks
Data processing in Google Cloud: Hadoop, Spark and Dataflow
Workflows
Cloud Composer
Dataflow
Quickstart streaming processing with Dataflow
Interacive Pipeline Development
Google Provided Streaming Templates
ETL using Dataflow from Relational DB to Bigquery
Firebase
Firestore
Firestore native or datastore mode
Kubernetes
Service Mesh
Traffic Director
Anthos
KF
KF for cloud foundry migration
Security
Using Binary Authorization in GKE
Monitoring
Logging
AI
https://github.com/louisfb01/top-10-cv-papers-2021
AutoML
AutoML Cloud Natural language Classification Tutorial
AutoML Cloud Natural Language Samples
AutoML Cloud Translation API tutorial
AutoML Cloud Video Intelligence API Quickstarts
TensorFlow
Using TensorFlow Enterprise with AI Platform Notebooks
AI Hub
Colab Classifying hand written digits using MNIST data set
Machine Learning
AI Platform Training and Prediction sample code repo
Labs and demos for courses for GCP ML and Bigdata Training
Official repo for Google AI Platform
Building Machine Learning and Deep Learning Models on GCP
Hands-On Machine Learning on GCP
https://awesomeopensource.com/categories/machine-learning
Google Workspace
Labs and Samples
Qwiklabs can be used to practice hands-on learning on GCP.
https://gist.github.com/pydevops
System Design
https://github.com/donnemartin/system-design-primer
Algorithms
https://github.com/TheAlgorithms
https://github.com/TheAlgorithms/Javascript
https://github.com/trekhleb/javascript-algorithms
Build Your Own
https://github.com/danistefanovic/build-your-own-x
How Web Works
https://github.com/vasanthk/how-web-works
Interviews
https://github.com/Olshansk/interview
Go
https://github.com/inancgumus/learngo
Javascript
https://github.com/ryanmcdermott/clean-code-javascript
https://github.com/lydiahallie/javascript-questions
Papers
https://github.com/prakhar1989/awesome-courses
Free Dev services
https://github.com/EbookFoundation/free-programming-books
Use cases
Learn X in Y
List of lists
https://www.trackawesomelist.com/
https://github.com/sindresorhus/awesome