List: MLOps | Curated by Eduardo Muñoz

Aug 24, 2024
19 stories
MLOps
James Coffey
Model Training and Management with MLflow and Amazon SageMakerHey there! Welcome back to our “Building an End-to-End ML Pipeline for Malware Detection” blog series. Last time, in “Data Wrangling with…
Apr 29, 2024
Apr 29, 2024
In
TDS Archive
by
Mena Wang, PhD
Algorithm-Agnostic Model Building with MLflowA beginner-friendly step-by-step guide to creating generic ML pipelines using mlflow.pyfunc
Aug 10, 2024
Aug 10, 2024
In
Stackademic
by
Tech & Tales
MLOps: Building a CI/CD Pipeline for Machine Learning ModelsIn the ever-evolving world of machine learning, maintaining and updating models is crucial for ensuring their continued accuracy and…
Jun 12, 2024
14
Jun 12, 2024
14
In
TDS Archive
by
Marcello Politi
MlOps —  A gentle introduction to Mlflow PipelinesOrchestrate your end-to-end machine learning lifecycle with MLflow
Mar 13, 2024
4
Mar 13, 2024
4
In
TDS Archive
by
Het Trivedi
Increase Llama 2's Latency and Throughput Performance by Up to 4XReal-world benchmarks for Llama-2 13B
Aug 9, 2023
4
Aug 9, 2023
4
In
D ONE
by
Heiko Kromer
Building an end-to-end MLOps pipeline using AWS SageMakerThis blogpost uses AWS SageMaker to: (1) Explore a dataset; (2) Build an XGBoost model; (3) Put MLOps into action
Sep 5, 2022
2
Sep 5, 2022
2
In
Heartbeat
by
Ibrahim Ogunbiyi
How to Deploy Your Machine Learning Model as a Web App Using StreamlitA brief tutorial on how to deploy your ML model on Streamlit
Jun 29, 2022
Jun 29, 2022
In
Generative AI
by
Fabio Chiusano
Deploy a PyTorch Model with Flask on GCP Vertex AIA full guided example of deploying a PyTorch model on GCP
Jun 28, 2022
Jun 28, 2022
In
MantisNLP
by
Matthew Upson
MLOps for Conversational AI with Rasa, DVC, and CML (Part I)This is the first part of a series of blog posts that describe how to use Data Version Control (DVC), and Continuous Machine Learning (CML)…
Nov 29, 2021
Nov 29, 2021
In
MLOps & Beyond
by
Milan McGraw
MLOps at Fourthbrain: Week 1“AI is the new electricity.”  — Andrew Ng, Founder of AI Fund and backer of FourthBrain
Dec 3, 2021
1
Dec 3, 2021
1
 This story is no longer available
In
Becoming Human: Artificial Intelligence Magazine
by
RAVI SHEKHAR TIWARI
How to Deploy AI models ? Part 7- Deploying Web-application on Heroku via DockerThis Part is the continuation of the Deploying AI models Part-3 , where we deployed Iris classification model using Decision Tree…
Apr 5, 2021
Apr 5, 2021
In
TDS Archive
by
Markus Schmitt
Open MLOps: Open Source Production Machine LearningWe are releasing the beta of Open MLOps: an open source platform for building machine learning solutions.
Jul 29, 2021
6
Jul 29, 2021
6
In
TDS Archive
by
Ashutosh Tripathi
How to deploy Machine Learning models as a Microservice using FastAPIMicroservice based Architecture for Machine Learning Models in Production
Feb 15, 2021
3
Feb 15, 2021
3
In
Modern NLP
by
Pratik Bhavsar | @nlpguy_
101 For Serving ML ModelsLearn to write robust APIs
Apr 26, 2020
1
Apr 26, 2020
1
In
TDS Archive
by
Jan Teichmann
Complete Data Science Project Template with Mlflow for Non-Dummies.Data science project best practices for everyone working either locally or in the cloud, from start-up ninja to big enterprise teams.
Nov 18, 2019
5
Nov 18, 2019
5
In
MLOps.community
by
Douglas Trajano
Deploying MLflow in AWS App RunnerMLflow deployment in AWS App Runner as a low cost solution (+- $8/mo.)
Jul 26, 2021
3
Jul 26, 2021
3
Katinka Gereb
Best Practices for MLOps and the Machine Learning LifecycleA successful machine learning (ML) project is about a lot more than just model development and deployment.
Feb 9, 2021
Feb 9, 2021
In
TDS Archive
by
Mathias Gruber
Get started with MLOpsA comprehensive MLOps tutorial with open source tools
May 9, 2021
3
May 9, 2021
3