A series of links to improve general AI/ML Development

General ML : Model Building

A Full ML Example of Fraud Detection :

ML_SageMaker_Studies/blob/master/Payment_Fraud_Detection

A Detailed Collection of Clustering Algorithm’s :

Machinelearningmastery.com/clustering-algorithms-with-python

Udacity ML Engineer Nano Degree :

Udacity.com/course/machine-learning-engineer-nanodegree

Awesome Production ML :

Github.com/EthicalML/awesome-production-machine-learning

Full set of D4ML Scenarios :

Github.com/ThoughtWorksInc/CD4ML-Scenarios

Top 10 ML Algorithms for DS :

Towardsdatascience.com/top-10-machine-learning-algorithms

Building Maintainable ML Piplines w DVC :

The-ultimate-guide-to-building-maintainable-machine-learning-pipelines

Scikit Learn algorithm cheat sheet :

Scikit-learn.org/stable/tutorial/machine_learning_map/index.html

To Be Continued ...

A series of links to Extended Documentation on Using AWS for ML

AWS for ML : Sagemaker / ML Tools

A Detailed set of AWS Sagmaker Example Notebooks :

Awslabs/amazon-sagemaker-examples

A Full Repo of SageMaker Functional Examples for ML :

AWSlabs/amazon-sagemaker-examples/tree/master/advanced_functionality

A Complete SageMaker end to end project by one of our data science leads :

Github.com/jennettageorge/sagemakerdeployment/blob/master/sagemaker-deployment

A Comprehensive Tutorial on Amazon Sagemaker Devops with ML :

Github.com/aws-samples/amazon-sagemaker-devops-with-ml

A Full Example of a Kubeflow Pipeline Workshop :

Github.com/aws-samples/eks-kubeflow-workshop

An AWS Sagemaker Foundational Curriculum Developing ML Applications :

Aws.training/Details/Curriculum

An AWS Sagemaker MLOps Workshop :

Github.com/awslabs/amazon-sagemaker-mlops-workshop

An AWS Automate Model Training Template :

Aws.amazon.com/blogs/machine-learning/automating-model-retraining

Emily Webbers AWS ML Deployment Vids :

Youtube.com/playlist-list=Emily-Webber

Sagemaker with Docker Containers :

Aws.training/Details/Sagemaker with Docker Containers/Part-1

Aws.training/Details/Sagemaker with Docker Containers/Part-2

AWS Terraform SageMaker Fraud Example :

Github.com/qtangs/tf-fraud-detection-using-machine-learning

To Be Continued ...

AWS tutorials on the use Teraform Rest API's and CI/CD pipelines

AWS for CI/CD : Advanced / Tools

AWS Build a gateway endpoint REST API :

Aws.amazon.com/blogs/machine-learning/call-an-amazon-sagemaker-model-endpoint

A Variety Teraform AWS Examples :

Github.com/qtangs/Full-Teraform-Examples

A Full Overview Terraform and its Uses :

Xenonstack.com/insights/terraform

Advanced Terraform on AWS Tutorials :

Learn.hashicorp.com/terraform?track=aws#aws

Machine Learning Terminology and Process :

Aws.training/Details/eLearning?id=20294

To Be Continued ...

Data Bricks tutorials on general use CI/CD DBIS Documentation

Databricks : General Tutorials

Getting Started DataBricks Guide :

Getting Started/DevOps+Practices+for+Databricks 

Apache Spark Tutorial Data Bricks :

Apache Spark Tutorial/viewpage.action?pageId=203866752

Databricks DevOps/CICD Full Info :

Databricks DevOps/CICD/+Effort+-+Databricks+Pipeline

Databricks + Informatica :

Databricks + Informatica/+Setup+and+Description

Databricks Spark / Full Course :

Databricks Spark/+&list=PL3N9eeOlCrP5PfpYrP6YxMNtt5Hw27ZlO

To Be Continued ...

A series Elasticsearch tutorials on use and development of querys

Elasticsearch : Kibana

Elasticsearch Analyzing Server Logs :

Getting Started in ES/watch?v=BacBQiTonz

ES tooling Analyzing Shakespeare :

Analyzing Shakespeare=PLBtyBPTlyC7sPQDrYOEcQC3d1txIwF299&

Elasticsearch Exploring Datasets :

Elasticsearch/youtube.com/watch?v=73llapmOhlM

Full Kibana Tutorial :

Kibana Tutorials/tutorialspoint.com/kibana/index.htm

To Be Continued ...

A series of general Tutorials and projects on Data Profiling

Data Profiling : Python / PySpark

Automated Data Profiling :

Automated-Data-Profiling--99523e51048e

Full Video on Data Profiling with Pandas :

Data Profiling with Pandas-PJxtOk8uw&list=WL&index=88&t=1346s

Hacks to speed up data Analysis :

10-simple-hacks-speed-data-analysis-python.html

Spark Data Profiling :

Using-spark-a-pyspark-data-primer-for-machine-78c52d0ce45

To Be Continued ...