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@keitazoumana
Last active July 24, 2023 03:24
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MLOps Table
Title Link Video
Create An Awesome Streamlit App & Deploy it With Docker https://towardsdatascience.com/create-an-awesome-streamlit-app-deploy-it-with-docker-a3d202a636e8
Machine Learning models monitoring made easy with Mlfow - a concrete use case with Python API https://medium.com/mlearning-ai/machine-learning-models-monitoring-made-easy-with-mlfow-a-concrete-use-case-with-python-api-334691936a7a
When Your Machine Learning model teams up with Django REST API - A successful deployment into production https://towardsdatascience.com/when-your-machine-learning-model-teams-up-with-django-rest-api-a-successful-deployment-into-2f720bd67ff1
NLP MLops Project With DagsHub — Multi-Language Sentiment Classification Using Transformers — Part 1 https://towardsdatascience.com/nlp-mlops-project-with-dagshub-multi-language-sentiment-classification-using-transformers-fcbe6164b171
NLP MLops Project With DagsHub — Deploy Your Streamlit App On AWS EC2 Instance — Part 2 https://towardsdatascience.com/nlp-mlops-project-with-dagshub-deploy-your-streamlit-app-on-aws-ec2-instance-part-2-eb7dcb17b8ba
Step-by-step Approach to Build Your Machine Learning API Using Fast API https://towardsdatascience.com/step-by-step-approach-to-build-your-machine-learning-api-using-fast-api-21bd32f2bbdb
Data And Model Versioning With DVC And Azure Blob Storage https://towardsdatascience.com/large-data-versioning-with-dvc-and-azure-blob-storage-a-complete-guide-b97344827c81
GitHub Actions for Machine Learning: Train - Test and Deploy Your ML Model on AWS EC2 https://medium.com/geekculture/github-actions-for-machine-learning-train-test-and-deploy-your-ml-model-on-aws-ec2-9a3002c6bb9f
CI/CD for Machine Learning Model Training with GitHub Actions https://towardsdatascience.com/ci-cd-for-machine-learning-model-training-with-github-actions-24b6a28cab96
Speed Up Your Model Training with DagsHub Direct Data Access on AWS https://medium.com/mlearning-ai/speed-up-your-model-training-with-dagshub-direct-data-access-on-aws-58835fc952d
Git Reset and Revert Tutorial for Beginners https://www.datacamp.com/tutorial/git-reset-revert-tutorial
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