DSNortsev / Awesome-Machine-learning-Deep-learning-Deployment

Awesome Machine learning Deep learning Deployment

Machine learning and Deep learning Model deployment using API Resources

GitHub Links:

1. https://github.com/sauravk90/ML-Model-Flask-Deployment
2. https://github.com/deepakiim/Deploy-machine-learning-model
3. https://github.com/emmapraise/deploying-ml-model-using-flask
4. https://github.com/elliebirbeck/model-deployment-flask
5. https://github.com/ashishpatel26/Machine-Learning-Web-Apps
6. https://github.com/mickwar/ml-deploy
7. https://github.com/mtobeiyf/keras-flask-deploy-webapp
8. https://github.com/antoinemertz/deploy-ml-flask
9. https://github.com/pratos/flask_api/blob/master/notebooks/ML%2BModels%2Bas%2BAPIs%2Busing%2BFlask.md

Articles :

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1. Deploy a machine learning model using flask

2. Designing a Machine Learning model and deploying it using Flask on Heroku

3. Deploying Models to Flask

4. Deploy Machine Learning Models for Free

5. Turning Machine Learning Models into APIs in Python

6. Deploy a Machine Learning Model with Flask

7. How to build an API for a machine learning model in 5 minutes using Flask

8. Tutorial to deploy Machine Learning models in Production as APIs (using Flask)

9. Tutorial: Deploying a machine learning model to the web

10. The brilliant beginner’s guide to model deployment

11. A Flask API for serving scikit-learn models

12. Turn any Jupyter notebook into a REST API

13. A comprehensive guide to putting a machine learning model in production using Flask, Docker, and Kubernetes

14. Deploy a Python machine learning model as a web service

15. Python Machine Learning Prediction with a Flask REST API

16. A Simple Way to Deploy Any Machine Learning

17. Web Development of NLP Model in Python & Deployed in Flask

18. Deploying Machine Learning model in production

19. How to Move Your Machine Learning Model to Production

20. Deploy Deep Learning models using Flask

21. Deploy Your First Deep Learning Model On Kubernetes With Python, Keras, Flask, and Docker

22. THE FRESHER’S GUIDE TO DEPLOYING A MACHINE LEARNING MODEL USING FLASK AND KERAS.

23. DEPLOY YOUR MACHINE LEARNING MODEL AS A REST API ON AWS

24. Deploying Machine Learning Models is Hard, But It Doesn’t Have to Be

25. How To Deploy Keras Deep Learning Models With Flask

26. Deploying Keras Model in Production using Flask

27. Deploying the Machine Learning model using Keras and Flask

28. How to deploy Keras model to production using flask

29. Publishing Machine Learning API With Python Flask

30. Deploying Python ML Models with Flask, Docker and Kubernetes

31. Deploy your Machine Learning Model as REST-API in Less than 1 hour with Scikit-Learn and Docker

32. Deploying Deep Learning Models On Web And Mobile

33. Deploying ML models using flask and flasgger

34. Serving with the PyTorch model – Flask

35. How to deploy Machine Learning models with TensorFlow. Part 1 — make your model ready for serving

36. Deploy your machine learning models with tensorflow serving and kubernetes

37. A guide to deploying Machine/Deep Learning model(s) in Production

38. How to deploy TensorFlow models to production using TF Serving

39. Training and deploying machine learning models on GCP ML-Engine using Tensorflow Estimators

40. Overview of Different Approaches to Deploying Machine Learning Models in Production

41. Serverless Machine Learning

42. How To Build a Deep Learning Model to Predict Employee Retention Using Keras and TensorFlow

43. How to Deploy Machine Learning Models

Courses :

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1. Deployment of Machine Learning Models | Udemy

2. Deploying Machine Learning Models | Coursera

3. How to deploy machine learning models into production

4. Deploying Python Machine Learning Models in Production | SciPy

5. Deploying Scalable Machine Learning for Data Science

6. Deploying your machine learning model to unlock its potential