Udemy - Machine Learning Deep Learning Model Deployment

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Name:	Udemy - Machine Learning Deep Learning Model Deployment
Description: 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
YouTube Video:
Category:	Tutorials
Language:	English
Total Size:	1.64 GB
Info Hash:	A08F710E3B02A57364F1F5578BFDE9E34D3E78A7
Added By:	tutsnode
Date Added:	2020-12-29 22:47:45
Torrent Status:	Torrent Verified

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TutsNode.com.txt	63.00 B
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[TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/001 Introduction.en.srt	2.67 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/001 Introduction.mp4	11.45 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/002 What is a Model_.en.srt	1.67 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/002 What is a Model_.mp4	4.78 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/003 How do we create a Model_.en.srt	3.02 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/003 How do we create a Model_.mp4	6.70 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/004 Types of Machine Learning.en.srt	4.82 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/01 Introduction/004 Types of Machine Learning.mp4	13.12 MB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/005 Creating a Spyder development environment.mp4	17.80 MB
[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 kB
[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 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/006 python-np-pd-plt.zip	1.02 kB
[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 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/007 git-hub-link.txt	51.00 B
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/007 ml-classification.zip	1.06 kB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/02 Building, evaluating and saving a Model/008 Saving the Model and the Scaler.mp4	26.61 MB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/03 Deploying the Model in other environments/009 Predicting locally with deserialized Pickle objects.mp4	21.82 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/03 Deploying the Model in other environments/009 use-model.zip	337.00 B
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/03 Deploying the Model in other environments/010 use-model-colab.zip	2.51 kB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/03 Deploying the Model in other environments/010 Using the Model in Google Colab environment.mp4	25.29 MB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/011 Flask REST API Hello World.mp4	33.49 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/011 flask-hello-world.zip	672.00 B
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/012 classifier-rest-service.zip	822.00 B
[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 kB
[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.mp4	43.86 MB
[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 kB
[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.mp4	9.01 MB
[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	898.00 B
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/014 Hosting the Machine Learning REST API on the Cloud.mp4	52.17 MB
[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	783.00 B
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/015 Deleting the VM instance.mp4	3.77 MB
[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	851.00 B
[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 kB
[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.mp4	55.22 MB
[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 kB
[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 kB
[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.mp4	29.09 MB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/04 Creating a REST API for the Machine Learning Model/018 Postman REST client.mp4	13.12 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/019 Understanding Deep Learning Neural Network.en.srt	6.15 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/019 Understanding Deep Learning Neural Network.mp4	22.35 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/020 Building and deploying PyTorch models.en.srt	12.03 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/020 Building and deploying PyTorch models.mp4	64.45 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/020 save-export-reload-pytorch-models.zip	11.26 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/021 Creating a REST API for the PyTorch Model.mp4	33.41 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/021 pytorch-flask.zip	777.00 B
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/022 Saving & loading TensorFlow Keras models.mp4	38.67 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/022 tf-serving-save-export.zip	21.15 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/023 Understanding Docker containers.en.srt	3.50 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/023 Understanding Docker containers.mp4	9.08 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/024 Creating a REST API using TensorFlow Model Server.mp4	42.34 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/024 tf-model-serving.zip	3.04 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/025 Converting a PyTorch model to TensorFlow format using ONNX.mp4	22.30 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/05 Deploying Deep Learning Models/025 pytorch-create-save-onnx.zip	7.48 kB
[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 kB
[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.mp4	33.34 MB
[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 kB
[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.mp4	29.80 MB
[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 kB
[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.mp4	67.56 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/028 text-classifier.zip.zip	29.80 kB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/029 Creating a Twitter developer account.mp4	16.84 MB
[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 kB
[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.mp4	40.27 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/030 twitter-sentiment-analysis.zip	34.31 kB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/031 Creating a text classifier using PyTorch.mp4	24.47 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/031 text-classifier-pytorch.zip	18.42 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/032 Creating a REST API for the PyTorch NLP model.mp4	27.59 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/032 pytorch-nlp-rest.zip	1.02 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/033 Twitter sentiment analysis with PyTorch REST API.mp4	40.15 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/033 twitter-pytorch-rest.zip	24.02 kB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/034 Creating a text classifier using TensorFlow.mp4	10.45 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/034 text-classifier-tensorflow.zip	8.73 kB
[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 kB
[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.mp4	19.16 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/035 tf-nlp-flask-rest.zip	5.09 MB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/036 Serving TensorFlow models serverless.mp4	45.18 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/036 tf-serverless.zip	5.08 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/037 pytorch-serverless.zip	20.24 kB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/06 Deploying NLP models for Twitter sentiment analysis/037 Serving PyTorch models serverless.mp4	22.65 MB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/038 TensorFlow.js introduction.mp4	5.05 MB
[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 kB
[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.mp4	15.88 MB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/040 JavaScript crash course (optional).mp4	147.10 MB
[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 kB
[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	2.00 kB
[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.mp4	15.36 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/041 tfjs1.zip	542.00 B
[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 kB
[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.mp4	11.39 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/042 tfjs2.zip	642.00 B
[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 kB
[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.mp4	23.90 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/07 Deploying models on browser using JavaScript and TensorFlow.js/043 tfjs4.zip	10.30 kB
[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 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/08 Model as a mathematical formula/044 Deriving formula from a Linear Regression Model.mp4	64.05 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/08 Model as a mathematical formula/044 linear-regression.zip	1.00 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/045 Machine Learning Operations (MLOps).mp4	9.05 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/046 MLflow Introduction.en.srt	1.06 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/046 MLflow Introduction.mp4	4.81 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/047 ml-pipeline-mlfow.zip	841.00 B
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/047 Tracking Model training experiments with MLfLow.en.srt	10.04 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/047 Tracking Model training experiments with MLfLow.mp4	71.46 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/048 Why track ML experiments_.en.srt	1.06 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/048 Why track ML experiments_.mp4	2.28 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/049 Running MLflow on Colab.en.srt	3.14 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/049 Running MLflow on Colab.mp4	25.11 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/049 running-mlflow-on-colab.zip	5.72 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/050 mlflow-pytorch.zip	7.58 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/050 Tracking PyTorch experiments with MLflow.en.srt	2.77 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/050 Tracking PyTorch experiments with MLflow.mp4	19.12 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/051 Deploying Models with MLflow.en.srt	2.29 kB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/051 Deploying Models with MLflow.mp4	13.07 MB
[TutsNode.com] - Machine Learning Deep Learning Model Deployment/09 MLOps and MLflow/051 mlflow-deploy.zip	635.00 B

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Udemy - Machine Learning Deep Learning Model Deployment