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Deployment Of Machine Learning Models In Production Python
TORRENT SUMMARY
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Are you ready to kickstart your Advanced NLP course? Are you ready to deploy your machine learning models in production at AWS? You will learn each and every steps on how to build and deploy your ML model on a robust and secure server at AWS.
Prior knowledge of python and Data Science is assumed. If you are AN absolute beginner in Data Science, please do not take this course. This course is made for medium or advanced level of Data Scientist.
What is BERT?
BERT is a method of pre-training language representations, meaning that we train a general-purpose “language understanding” model on a large text corpus (like Wikipedia), and then use that model for downstream NLP tasks that we care about (like question answering). BERT outperforms previous methods because it is the first unsupervised, deeply bidirectional system for pre-training NLP.
Unsupervised means that BERT was trained using only a plain text corpus, which is important because an enormous amount of plain text data is publicly available on the web in many languages.
Why is BERT so revolutionary?
Not only is it a framework that has been pre-trained with the biggest data set ever used, but it is also remarkably easy to adapt to different NLP applications, by adding additional output layers. This allows users to create sophisticated and precise models to carry out a wide variety of NLP tasks.
Here is what you will learn in this course
Notebook Setup and What is BERT.
Data Preprocessing.
BERT Model Building and Training.
BERT Model Evaluation and Saving.
DistilBERT Model Fine Tuning and Deployment
Deploy Your ML Model at AWS with Flask Server
Deploy Your Model at Both Windows and Ubuntu Machine
And so much more!
All these things will be done on Google Colab which means it doesn’t matter what processor and computer you have. It is super easy to use and plus point is that you have Free GPU to use in your notebook.
Who this course is for:
AI Students eager to learn advanced techniques of text processing
Data Science enthusiastic to build end-to-end NLP Application
Anyone wants to strengthen NLP skills
Anyone want to deploy ML Model in Production
Data Scientists who want to learn Production Ready ML Model Deployment
Requirements
Introductory knowledge of NLP
Comfortable in Python, Keras, and TensorFlow 2
Basic Elementary Mathematics
Last Updated 1/2021
VISITOR COMMENTS (0 )
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/001 Welcome.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/002 Introduction.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/003 DO NOT SKIP IT _ Download Working Files.html
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/003 Sentiment-Classification-using-BERT.zip
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/004 What is BERT.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/005 What is ktrain.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/006 Going Deep Inside ktrain Package.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/007 Notebook Setup.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/008 Must Read.html
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/009 Installing ktrain.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/010 Loading Dataset.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/011 Train-Test Split and Preprocess with BERT.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/012 BERT Model Training.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/013 Testing Fine Tuned BERT Model.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/01 BERT _ Sentiment Prediction _ Multi Class Prediction Problem/014 Saving and Loading Fine Tuned Model.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/015 Resources Folder.html
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/016 BERT Intro - Disaster Tweets Dataset Understanding.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/016 BERT Intro - Disaster Tweets Dataset Understanding.mp4
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/017 Download Dataset.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/018 Target Class Distribution.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/019 Number of Characters Distribution in Tweets.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/020 Number of Words, Average Words Length, and Stop words Distribution in Tweets.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/021 Most and Least Common Words.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/022 One-Shot Data Cleaning.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/023 Disaster Words Visualization with Word Cloud.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/024 Classification with TFIDF and SVM.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/025 Classification with Word2Vec and SVM.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/026 Word Embeddings and Classification with Deep Learning Part 1.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/027 Word Embeddings and Classification with Deep Learning Part 2.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/028 BERT Model Building and Training.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/02 Fine Tuning BERT for Disaster Tweets Classification/029 BERT Model Evaluation.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/030 DistilBERT-App.zip
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/030 Sentiment-Classification-using-DistilBERT.zip
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/030 What is DistilBERT_.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/031 Notebook Setup.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/032 Data Preparation.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/033 DistilBERT Model Training.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/034 Save Model at Google Drive.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/035 Model Evaluation.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/036 Download Fine Tuned DistilBERT Model.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/037 Flask App Preparation.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/038 Run Your First Flask Application.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/039 Predict Sentiment at Your Local Machine.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/040 Build Predict API.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/03 DistilBERT _ Faster and Cheaper BERT model from Hugging Face/041 Deploy DistilBERT Model at Your Local Machine.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/042 Create AWS Account.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/043 Create Free Windows EC2 Instance.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/044 Connect EC2 Instance from Windows 10.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/045 Install Python on EC2 Windows 10.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/046 Install TensorFlow 2 and KTRAIN.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/047 Run Your First Flask Application on AWS EC2.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/048 Transfer DistilBERT Model to EC2 Flask Server.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/049 Deploy ML Model on EC2 Server.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/04 Deploy Your DistilBERT ML Model at AWS EC2 Windows Machine with Flask/050 Make Your ML Model Accessible to the World.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/051 Install Git Bash and Commander Terminal on Local Computer.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/052 Create AWS Account.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/053 Launch Ubuntu Machine on EC2.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/054 Connect AWS Ubuntu (Linux) from Windows Computer.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/055 Install PIP3 on AWS Ubuntu.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/056 Update and Upgrade Your Ubuntu Packages.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/057 Install TensorFlow 2 and KTRAIN.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/057 Install TensorFlow 2 and KTRAIN.mp4
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/058 Create Extra RAM from SSD by Memory Swapping.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/05 Deploy Your DistilBERT ML Model at AWS Ubuntu (Linux) Machine with Flask/059 Deploy DistilBERT ML Model on EC2 Ubuntu Machine.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/060 NGINX Introduction.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/060 NGINX-uWSGI-and-Flask-Installation-Guide-Jupyter-Notebook.zip
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/061 Virtual Environment Setup.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/062 Setting Up Flask Server.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/063 Setting Up uWSGI Server.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/063 Setting Up uWSGI Server.mp4
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/064 Installing TensorFlow 2 and KTRAIN.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/065 Configuring uWSGI Server.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/066 Start API Services at System Startup.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/067 Configuring NGINX with uWSGI, and Flask Server.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/06 Deploy Robust and Secure Production Server with NGINX, uWSGI, and Flask/068 Congrats! You Have Deployed ML Model in Production.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/069 FastText-Multi-Label-Text-Classification.zip
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/069 NGINX-uWSGI-and-Flask-Installation-Guide-Jupyter-Notebook.zip
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/069 What is Multi-Label Classification_.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/070 FastText Research Paper Review.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/070 FastText Research Paper Review.mp4
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/071 Notebook Setup.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/072 Data Preparation.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/073 FastText Model Training.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/074 FastText Model Evaluation and Saving at Google Drive.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/075 Creating Fresh Ubuntu Machine.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/076 Setting Python3 and PIP3 Alias.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/077 Creating 4GB Extra RAM by Memory Swapping.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/078 Making Your Server Ready.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/079 Preparing Prediction APIs.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/080 Testing Prediction API at Local Machine.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/081 Testing Prediction API at AWS Ubuntu Machine.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/082 Configuring uWSGI Server.en.srt
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[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/083 Deploy FastText Model in Production with NGINX, uWSGI, and Flask.en.srt
