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Knowledge Map, Apache - Coggle Diagram
Knowledge Map
Big Data
Apache Spark
Apache Hadoop
Map Reduce Fundamentals
Data Replication Principles
Name and Data Nodes
SQL with Pig
Job & Task Tracker
M/R Programming
Sqoop: Loading data in HDFS
Flume Scribe: For Unstructured Data
HWD with Hive
Terminalogy
Data Ingestion
Model Deployment
Data Drift
YAML files
API
CD/CI Pipelines
Plan, Code, Build, Test, Release, Deploy, Operate, Monitor
Data Wrangling
Data Engineering
Blob Storage
Data Lake
Event Hub
Cosmos DB
MLOps
https://github.com/microsoft/MLOpsPython
https://docs.microsoft.com/en-us/azure/machine-learning/concept-model-management-and-deployment
https://ml-ops.org/
https://kb.cn.ca/display/DBOIOT/Azure+Machine+Learning
https://github.com/visenger
Azure
Azure Data Explorer
https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/pythonplugin?pivots=azuredataexplorer
https://docs.microsoft.com/en-us/azure/architecture/solution-ideas/articles/big-data-azure-data-explorer
Deployment
Save a model
MLeap
Databricks ML Model Export
MLwriter
Spark
HDInsight
Data Science Virtual Machine
Azure Machine Learning Service
Apache Spark
TensorFlow
PyTorch
Azure Kubernetes Service (AKS)
scale up and down based on demand
https://github.com/cloudacademy/azure-databricks/tree/master/amlsdk
Azure Container Instances
low volume of request
Project Brainwave
Azure IoT Edge devices
fast response time
Type of Web service
https://docs.microsoft.com/en-us/machine-learning-server/operationalize/concept-what-are-web-services
Request-response service
Deployment on Auzre
https://docs.microsoft.com/en-us/azure/machine-learning/how-to-deploy-and-where?tabs=azcli
Consume
https://docs.microsoft.com/en-us/azure/machine-learning/classic/consume-web-services
ML
Cheat Sheet
https://docs.microsoft.com/en-us/azure/machine-learning/media/algorithm-cheat-sheet/machine-learning-algorithm-cheat-sheet.png
Explain ML Model
https://docs.microsoft.com/en-us/azure/machine-learning/how-to-machine-learning-interpretability-aml
https://github.com/ModelOriented/DALEX
MLlib Pipeline
Defines a Machine Learning Pipeline
https://spark.apache.org/docs/latest/ml-pipeline.html
DataBricks
Spark Connector
Fundamentals
Tensor Flow
Apache
Kafka
HBase
Storm