https://twimlai.com/podcast/twimlai/
https://engineering.fb.com/2016/05/09/core-data/introducing-fblearner-flow-facebook-s-ai-backbone/
https://ljvmiranda921.github.io/notebook/2021/05/10/navigating-the-mlops-landscape/
https://ljvmiranda921.github.io/assets/png/mlops-shop/mlops-landscape.png https://about.mlreef.com/blog/global-mlops-and-ml-tools-landscape
https://www.databricks.com/glossary
https://about.gitlab.com/handbook/engineering/incubation/mlops/jtbd.html
Admin¶
https://www.omnigroup.com/more/ https://formulae.brew.sh/formula/ncdu
https://blog.meadsteve.dev/programming/2022/09/27/making-python-fast-for-free/ https://news.ycombinator.com/item?id=32994584
https://docs.databricks.com/_static/notebooks/mlflow/ml-quickstart-training.html
IT Security¶
https://news.ycombinator.com/item?id=32662385
http://lambda-the-ultimate.org/faq
https://goteleport.com/ssh-server-access/ Certificate Management: https://smallstep.com/ https://news.ycombinator.com/item?id=32660773
https://principiamundi.com/posts/didact-anatomy/#socrates-model-explanations https://news.ycombinator.com/item?id=32998040
Database: https://jamey.thesharps.us/2019/05/29/per-project-postgres/ https://simonwillison.net/series/datasette-lite/
https://markdoc.dev/docs/examples/react
https://docs.nestjs.com/standalone-applications
https://loopback.io/doc/en/lb4/Authentication-passport.html
https://datarebels.net/course-schedule/
K8s - Troubleshoot https://media-exp1.licdn.com/dms/image/C4E22AQH63ACf10zL6g/feedshare-shrink_800/0/1662392630748?e=1665619200&v=beta&t=-f8pqqb0zei_OXfGRhSG5LgjxDy5N3qPVf_jKdtj0rU
https://aws.amazon.com/blogs/big-data/test-data-quality-at-scale-with-deequ/ https://towardsdatascience.com/using-pandera-on-spark-for-data-validation-through-fugue-72956f274793 target/data-validator https://aws.amazon.com/blogs/big-data/accelerate-large-scale-data-migration-validation-using-pydeequ/ https://aws.amazon.com/blogs/big-data/testing-data-quality-at-scale-with-pydeequ/ https://aws.amazon.com/blogs/big-data/monitor-data-quality-in-your-data-lake-using-pydeequ-and-aws-glue/
https://github.com/roapi/roapi/blob/main/columnq-cli/README.md
https://www.databricks.com/wp-content/uploads/2019/09/8-1-2019-Productionizing-ML_-From-Deployment-to-Drift-Detection-Webinar.pdf https://github.com/whylabs/whylogs-examples/blob/mainline/python/MLFlow%20Integration%20Example.ipynb https://jelvix.com/blog/machine-learning-use-cases
https://aws.amazon.com/blogs/machine-learning/managing-your-machine-learning-lifecycle-with-mlflow-and-amazon-sagemaker/ https://github.com/joelcthomas/modeldrift/blob/master/model_quality/model_quality_monitor.py
https://catalog.us-east-1.prod.workshops.aws/workshops/63069e26-921c-4ce1-9cc7-dd882ff62575/en-US https://jayendrapatil.com/aws-certification-machine-learning-concepts-cheat-sheet/ https://jayendrapatil.com/aws-certified-machine-learning-specialty-mls-c01-exam-learning-path/
https://datarade.ai/data-categories/trucking-fleet-data https://data.world/datasets/freight
https://whylabs.ai/blog/posts/on-model-lifecycle-and-monitoring
https://www.datamesh-architecture.com/ https://www.datamesh-architecture.com/data-product-canvas
https://jelvix.com/blog/machine-learning-use-cases
https://www.visenze.com/ → Visual search for clothes
https://news.ycombinator.com/item?id=32496749 https://www.cloudnatively.com/introduction-to-the-world-of-data-oltp-olap-data-warehouses-data-lakes-and-more/
Postgres: https://www.crunchydata.com/blog/learn-postgres-at-the-playground https://www.crunchydata.com/postgres-tips#query-size-of-specific-table https://scrapingfish.com/blog/byo-mobile-proxy-for-web-scraping