Udemy - Machine Learning Deep Learning Model Deployment
- Type:
- Other > Other
- Files:
- 180
- Size:
- 1.64 GiB (1758753991 Bytes)
- Uploaded:
- 2020-12-29 15:47:43 GMT
- By:
- tuts756
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- 2
- Leechers:
- 1
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- Info Hash: A08F710E3B02A57364F1F5578BFDE9E34D3E78A7
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Description
In this course you will learn how to deploy Machine Learning Models using various techniques.
Course Structure:
Creating a Model
Saving a Model
Exporting the Model to another environment
Creating a REST API and using it locally
Creating a Machine Learning REST API on a Cloud virtual server
Creating a Serverless Machine Learning REST API using Cloud Functions
Deploying TensorFlow and Keras models using TensorFlow Serving
Deploying PyTorch Models
Converting a PyTorch model to TensorFlow format using ONNX
Creating REST API for Pytorch and TensorFlow Models
Deploying tf-idf and text classifier models for Twitter sentiment analysis
Deploying models using TensorFlow.js and JavaScript
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.
Who this course is for:
Machine Learning beginners
Requirements
Prior Machine Learning and Deep Learning background required but not a must have as we are covering Model building process also
Last Updated 12/2020
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/040 JavaScript crash course (optional).mp4 | 147.1 MiB |
| TutsNode.com.txt | 63 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/001 Introduction.en.srt | 2.67 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/030 twitter-sentiment-analysis.zip | 34.31 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/002 What is a Model_.en.srt | 1.67 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/028 text-classifier.zip.zip | 29.8 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/040 javascript-crash-course.zip | 27.27 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/040 JavaScript crash course (optional).en.srt | 24.68 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/033 twitter-pytorch-rest.zip | 24.02 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/022 tf-serving-save-export.zip | 21.15 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/005 Creating a Spyder development environment.en.srt | 2.31 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/037 pytorch-serverless.zip | 20.24 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/031 text-classifier-pytorch.zip | 18.42 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/006 Python NumPy Pandas Matplotlib crash course.en.srt | 16.69 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/006 python-np-pd-plt.zip | 1.02 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/028 Creating and saving text classifier and tf-idf models.en.srt | 12.45 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/007 git-hub-link.txt | 51 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/007 ml-classification.zip | 1.06 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/020 Building and deploying PyTorch models.en.srt | 12.03 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/08 Model as a mathematical formula/044 Deriving formula from a Linear Regression Model.en.srt | 11.69 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/016 Serverless Machine Learning API using Cloud Functions.en.srt | 11.36 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/020 save-export-reload-pytorch-models.zip | 11.26 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/03 Deploying the Model in other environments/009 use-model.zip | 337 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/03 Deploying the Model in other environments/010 use-model-colab.zip | 2.51 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/043 tfjs4.zip | 10.3 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/047 Tracking Model training experiments with MLfLow.en.srt | 10.04 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/034 text-classifier-tensorflow.zip | 8.73 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/050 mlflow-pytorch.zip | 7.58 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/011 flask-hello-world.zip | 672 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/012 classifier-rest-service.zip | 822 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/025 pytorch-create-save-onnx.zip | 7.48 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/036 Serving TensorFlow models serverless.en.srt | 6.98 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/013 Signing up for a Google Cloud free trial.en.srt | 1.79 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/019 Understanding Deep Learning Neural Network.en.srt | 6.15 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/014 classifier-rest-service-on-GCP.zip | 898 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/026 Converting text to numeric values using bag-of-words model.en.srt | 5.79 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/015 Deleting the VM instance.en.srt | 783 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/049 running-mlflow-on-colab.zip | 5.72 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/016 google-cloud-functions-serverless-ml.zip | 851 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/030 Deploying tf-idf and text classifier models for Twitter sentiment analysis.en.srt | 5.56 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/027 tf-idf model for converting text to numeric values.en.srt | 5.19 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/03 Deploying the Model in other environments/010 Using the Model in Google Colab environment.en.srt | 5.15 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/011 Flask REST API Hello World.en.srt | 5.08 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/008 Saving the Model and the Scaler.en.srt | 4.93 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/018 Postman REST client.en.srt | 2.15 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/004 Types of Machine Learning.en.srt | 4.82 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/017 colab-rest-api.zip | 4.81 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/012 Creating a REST API for the Model.en.srt | 4.44 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/017 Creating a REST API on Google Colab.en.srt | 4.13 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/041 Adding TensforFlow.js to a web page.en.srt | 2 KiB |
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| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/006 Python NumPy Pandas Matplotlib crash course.mp4 | 136.73 MiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/021 pytorch-flask.zip | 777 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/031 Creating a text classifier using PyTorch.en.srt | 3.95 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/043 Deploying Keras model on a web page using TensorFlow.js.en.srt | 3.63 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/03 Deploying the Model in other environments/009 Predicting locally with deserialized Pickle objects.en.srt | 3.42 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/023 Understanding Docker containers.en.srt | 3.5 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/037 Serving PyTorch models serverless.en.srt | 3.25 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/049 Running MLflow on Colab.en.srt | 3.14 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/024 tf-model-serving.zip | 3.04 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/003 How do we create a Model_.en.srt | 3.02 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/039 Installing Visual Studio Code and Live Server.en.srt | 2.82 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/050 Tracking PyTorch experiments with MLflow.en.srt | 2.77 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/035 Creating a REST API for TensforFlow models using Flask.en.srt | 2.76 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/029 Creating a Twitter developer account.en.srt | 2.51 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/051 Deploying Models with MLflow.en.srt | 2.29 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/038 TensorFlow.js introduction.en.srt | 2.28 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/034 Creating a text classifier using TensorFlow.en.srt | 1.72 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/042 Basic tensor operations using TensorFlow.js.en.srt | 1.66 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/046 MLflow Introduction.en.srt | 1.06 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/048 Why track ML experiments_.en.srt | 1.06 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/032 pytorch-nlp-rest.zip | 1.02 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/08 Model as a mathematical formula/044 linear-regression.zip | 1 KiB |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/047 ml-pipeline-mlfow.zip | 841 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/042 tfjs2.zip | 642 B |
| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/051 mlflow-deploy.zip | 635 B |
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| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/041 tfjs1.zip | 542 B |
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| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/007 Building and evaluating a Classification Model.mp4 | 111.66 MiB |
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| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/047 Tracking Model training experiments with MLfLow.mp4 | 71.46 MiB |
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| [TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/020 Building and deploying PyTorch models.mp4 | 64.45 MiB |
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