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Machine Learning Deep Learning model deployment

Serving TensorFlow Keras PyTorch Python model Flask Serverless REST API MLOps MLflow Cloud GCP NLP tensorflow.js deploy
FutureX Skill
6,716 students enrolled
English [Auto]
Machine Learning Deep Learning Model Deployment techniques
Simple Model building with Scikit-Learn , TensorFlow and PyTorch
Deploying Machine Learning Models on cloud instances
TensorFlow Serving and extracting weights from PyTorch Models
Creating Serverless REST API for Machine Learning models
Deploying tf-idf and text classifier models for Twitter sentiment analysis
Deploying models using TensorFlow js and JavaScript
Machine Learning experiment and deployment using MLflow

In this course you will learn how to deploy Machine Learning Models using various techniques.

Course Structure:

  1. Creating a Model

  2. Saving a Model

  3. Exporting the Model to another environment

  4. Creating a REST API and using it locally

  5. Creating a Machine Learning REST API on a Cloud virtual server

  6. Creating a Serverless Machine Learning REST API using Cloud Functions

  7. Deploying TensorFlow and Keras models using TensorFlow Serving

  8. Deploying PyTorch Models

  9. Converting a PyTorch model to TensorFlow format using ONNX

  10. Creating REST API for Pytorch and TensorFlow Models

  11. Deploying tf-idf and text classifier models for Twitter sentiment analysis

  12. Deploying models using TensorFlow.js and JavaScript

  13. Tracking Model training experiments and deployment with MLfLow

Python basics and Machine Learning model building with Scikit-learn will be covered in this course. You will also learn how to build and deploy a Neural Network using TensorFlow Keras and PyTorch. Google Cloud (GCP) free trial account is required to try out some of the labs designed for cloud environment.

You can view and review the lecture materials indefinitely, like an on-demand channel.
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
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4 hours on-demand video
Full lifetime access
Access on mobile and TV
Certificate of Completion
Machine Learning Deep Learning model deployment
$29.98 $24


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