ml_model_serve

Here are several great posts that some of my practicers shared in the past few weeks.

1. MLOps - Why is 𝗠𝗼𝗱𝗲𝗹 𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝘆 important ? https://lnkd.in/ggQEvtmi

2. Where Should Data Scientists And Data Engineers Meet In The Middle https://lnkd.in/gQb82jji

3. Data Engineering Project - Personal Finances with Airflow, Docker, Great Expectations and Metabase https://lnkd.in/gXVaMSpX

4. Data contracts + ML Architecture https://lnkd.in/giCXEsZz

5. What Is Functional Data Engineering https://lnkd.in/gXdfc9kE

6. Why It’s Important Learn But Also Practice https://lnkd.in/gZS9RCDV

7. Should You Use Apache Airflow? https://lnkd.in/gKytsNP5

Courses:

• Made With ML: https://madewithml.com/
• Coursera - DeepLearning.AI MLOps specialization: https://lnkd.in/gVrxJqQS
• Coursera - Google MLE certificate: https://lnkd.in/gVNNpzzR
• MLOps Zoomcamp: https://lnkd.in/gt2QH7sz
• Berkeley Full Stack Deep Learning: https://lnkd.in/gG8jR2Vg
• Udemy - Deployment of Machine Learning Models: https://lnkd.in/g7TpQ_dM
• Udemy - MLOps Fundamentals CI/CD/CT: https://lnkd.in/gkW9Gkrj
• Udemy - Testing and Monitoring Machine Learning Model Deployments: https://lnkd.in/g4qAw9Hq
• MLOps Certification Training: https://lnkd.in/guRq627D
• MLOps Engineering on AWS: https://lnkd.in/g-tnpKuY
• AWS Machine Learning University: https://lnkd.in/g-jjMk3Q
• EdX - MLOps with AWS: https://lnkd.in/gYE37jDN
• MLOps Course Certification: https://lnkd.in/gDGUXPR7
• GCP MLOps Fundamentals: https://lnkd.in/geNjGNyP
• Stanford MLSys Seminar Series: https://lnkd.in/gdNWPceY
• DataRobot MLOps Starter: https://lnkd.in/gMQYSitX
• Udacity - Become a Machine Learning Engineer for Microsoft Azure: https://lnkd.in/garedV7K
• LinkedIn - Applied Machine Learning Foundations: https://lnkd.in/ghWPcHHq
• Unifying MLOps at Microsoft: https://lnkd.in/gsKyb3Dq

Books:

• Machine Learning Engineering: https://lnkd.in/gjyw35fh
• Introducing MLOps: https://lnkd.in/gZzh_cYz
• What Is MLOps?: https://lnkd.in/g_vgYKMh
• Practical MLOps: https://lnkd.in/gbGnj7ss
• Reliable Machine Learning: https://lnkd.in/gCvje923
• Designing Machine Learning Systems: https://lnkd.in/gRmEkHwj

Repos:

• Awesome MLOps: https://lnkd.in/gqCWbuQT
• Awesome Production Machine Learning: https://lnkd.in/g8zfBRSB

Classfication

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