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Birdie ML Engineer - Coggle Diagram
Birdie
ML Engineer
ML Ops
AWS
Athena
-
https://aws.amazon.com/pt/athena/?whats-new-cards.sort-by=item.additionalFields.postDateTime&whats-new-cards.sort-order=desc**text**
StepFunctions
-
https://aws.amazon.com/pt/step-functions/?step-functions.sort-by=item.additionalFields.postDateTime&step-functions.sort-order=desc
SNS/SQS
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https://aws.amazon.com/pt/sns/?whats-new-cards.sort-by=item.additionalFields.postDateTime&whats-new-cards.sort-order=desc
Firehose
-
https://aws.amazon.com/pt/kinesis/data-firehose/?kinesis-blogs.sort-by=item.additionalFields.createdDate&kinesis-blogs.sort-order=desc
Azure
Batch
-
https://azure.microsoft.com/pt-br/services/batch/
Tools
IaC
-
https://www.serverless.com/
Luigi
-
https://luigi.readthedocs.io/
BentoMl
-
https://www.bentoml.ai/
docker
-
https://www.docker.com/
GitLab
-
https://docs.gitlab.com/ee/ci/
Base Projects
BatchLib
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https://gitlab.com/birdie-data/aws-batch-lib
batch-base
-
https://gitlab.com/birdie-data/aws-batch-base
References/Books/Courses
http://mlebook.com/
https://www.youtube.com/channel/UCG6qpjVnBTTT8wLGBygANOQ
https://www.coursera.org/specializations/machine-learning-engineering-for-production-mlops
RFC
RFC 46 - Multi-language pipeline process
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https://www.notion.so/birdieteam/Documents-and-Resources-e540c7af9c5d47849872aaa12ae69fc0?p=8662e749289f4d8e97c687e3c47e2aab
RFC 22 - Data Lake Redefinition
-
https://www.notion.so/birdieteam/Documents-and-Resources-e540c7af9c5d47849872aaa12ae69fc0?p=33dd8a13e105493490aa01e85cb5f441
RFC 10 - MLOps (V1) - Process Design
-
https://www.notion.so/birdieteam/Documents-and-Resources-e540c7af9c5d47849872aaa12ae69fc0?p=a0c1e9875d6042f096f65620718f333e
RFC 65 - Categorization and Multisource Specs Extractor
-
https://www.notion.so/birdieteam/Documents-and-Resources-e540c7af9c5d47849872aaa12ae69fc0?p=bf10d54fc15c415482529bb4c75708c2
RFC 17 - AWS Batch Framework
-
https://www.notion.so/birdieteam/Documents-and-Resources-e540c7af9c5d47849872aaa12ae69fc0?p=78b10ef1c2974f0aa43987d8a0781d81
Models/Enrichment
Product
Specs
https://gitlab.com/birdie-data/specs-extractor
Product Categorization
Orquestration
https://gitlab.com/birdie-data/categorization-step
Ensemble
https://gitlab.com/birdie-data/product-categorization-ensemble
Text
https://gitlab.com/birdie-data/product-categorization-text
Text-Multi
https://gitlab.com/birdie-data/product-categorization-text-multi
Categorization Image
https://gitlab.com/birdie-data/product-categorization-image
Opinion
Snippet
https://gitlab.com/birdie-data/snippet-extractor
Entity
https://gitlab.com/birdie-data/entity-extractor
Sentiment
https://gitlab.com/birdie-data/sentiment-extractor-2
Data Lake
https://app.diagrams.net/#G1Ej-3wOh54_hiwKk3atP92RlQX691RzKM
Pipeline
https://app.diagrams.net/#G1Ej-3wOh54_hiwKk3atP92RlQX691RzKM
