Title: P3: MLOps good blogs [2023-12-21 Thu]
- Model Complexity - should suit the data complexity
- Resorce Demand

Success Criterias of ML Application:
- Business: purpose and criteria, e.g. failure rate less than 3 #mlops #ml #machinelearning #mlops #crisp

Title: P2: P2: MLOps good blogs [2023-12-21 Thu]
CRISP-ML(Q) states main characteristics of mode choose: ⚿
- Performance - on unseen data
- Rebustness - model resiliency to inconsistent inputs and to failures in the env.
- Scalability - to high data valume
- Explainabilty - direct or post-hoc #mlops #ml #machinelearning #mlops #crisp
Title: P1: P2: MLOps good blogs [2023-12-21 Thu]
does not cover the application scenario of ML models inferring
real-time decisions over a long period of time and it lacks guidance
on quality assurance methodology. #mlops #ml #machinelearning #mlops #crisp

Title: P1: MLOps good blogs [2023-12-21 Thu]
development of Machine Learning applications with Quality assurance
methodology. https://arxiv.org/pdf/2003.05155.pdf
Paper about the methodology of sixth phases that covers
state-of-the-art approaches for monitoring and maintenance of a
machine learning applications. (from Mercedes-Benz AG and German
universitetes mainly)

This paper is Very close to CRISP-DM, which focuses on data mining and #mlops #ml #machinelearning #mlops #crisp

Title: P0: MLOps good blogs [2023-12-21 Thu]
I was preparing for MLOps and ML Engineer interview and found good blogs: πŸ€–
- Krystian Safjan's - Data Scientist | Researcher | Team Leader https://safjan.com/mlops-certifications-a-comprehensive-guide/#mlops-certifications-a-comprehensive-guide
- Emma Benjaminson - Mechanical Engineering Graduate Student https://sassafras13.github.io/

I found CRISP-ML(Q) 2021 - Cross-Industry Standard Process for the #mlops #mlops #ml #machinelearning #mlops #crisp

MLOps Certifications - A Comprehensive Guide

Learn about popular MLOps certifications offered by Amazon, Google, and Microsoft. Understand if they are worth the effort and money and discover free MLOps certifications available to gain knowledge and understanding of the field.

Krystian Safjan's Blog

Title: P3: MLOps good blogs [2023-12-21 Thu]
- Model Complexity - should suit the data complexity
- Resorce Demand

Success Criterias of ML Application:
- Business: purpose and criteria, e.g. failure rate less than 3 #mlops #ml #machinelearning #mlops #crisp

Title: P2: P2: MLOps good blogs [2023-12-21 Thu]
CRISP-ML(Q) states main characteristics of mode choose: ⚿
- Performance - on unseen data
- Rebustness - model resiliency to inconsistent inputs and to failures in the env.
- Scalability - to high data valume
- Explainabilty - direct or post-hoc #mlops #ml #machinelearning #mlops #crisp
Title: P1: P2: MLOps good blogs [2023-12-21 Thu]
does not cover the application scenario of ML models inferring
real-time decisions over a long period of time and it lacks guidance
on quality assurance methodology. #mlops #ml #machinelearning #mlops #crisp

Title: P1: MLOps good blogs [2023-12-21 Thu]
development of Machine Learning applications with Quality assurance
methodology. https://arxiv.org/pdf/2003.05155.pdf
Paper about the methodology of sixth phases that covers
state-of-the-art approaches for monitoring and maintenance of a
machine learning applications. (from Mercedes-Benz AG and German
universitetes mainly)

This paper is Very close to CRISP-DM, which focuses on data mining and #mlops #ml #machinelearning #mlops #crisp

Title: P0: MLOps good blogs [2023-12-21 Thu]
I was preparing for MLOps and ML Engineer interview and found good blogs: πŸ€–
- Krystian Safjan's - Data Scientist | Researcher | Team Leader https://safjan.com/mlops-certifications-a-comprehensive-guide/#mlops-certifications-a-comprehensive-guide
- Emma Benjaminson - Mechanical Engineering Graduate Student https://sassafras13.github.io/

I found CRISP-ML(Q) 2021 - Cross-Industry Standard Process for the #mlops #mlops #ml #machinelearning #mlops #crisp

MLOps Certifications - A Comprehensive Guide

Learn about popular MLOps certifications offered by Amazon, Google, and Microsoft. Understand if they are worth the effort and money and discover free MLOps certifications available to gain knowledge and understanding of the field.

Krystian Safjan's Blog