Udemy - Deployment of Machine Learning Models in Production | Python

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name:	Udemy - Deployment of Machine Learning Models in Production \| Python
说明: Description 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
YouTube 视频:
类别:	Tutorials
语言:	English
总大小:	4.08 GB
哈希信息:	F2BF4C45530F1331A1BAA6FA7C699E08A23D9EBA
增加:	tutsnode
加入的日期:	2021-01-12 14:53:32
洪流地位:	Torrent Verified

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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	6.16 kB
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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	7.56 kB
[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.mp4	44.61 MB
[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	3.47 kB
[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.mp4	19.87 MB
[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	16.49 kB
[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	93.58 MB
[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	13.75 kB
[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.mp4	83.72 MB
[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	13.70 kB
[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.mp4	44.20 MB
[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	6.74 kB
[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.mp4	36.62 MB
[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	86.60 kB
[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	9.18 kB
[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.mp4	57.70 MB
[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	9.13 kB
[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.mp4	50.74 MB
[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	12.47 kB
[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	101.74 MB
[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	8.92 kB
[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.mp4	56.08 MB
[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	5.99 kB
[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.mp4	32.86 MB
[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	9.98 kB
[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.mp4	58.14 MB
[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	13.53 kB
[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.mp4	91.78 MB
[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	24.55 kB
[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.mp4	84.90 MB
[TutsNode.com] - Deployment of Machine Learning Models in Production Python/07 Multi-Label Classification _ Deploy Facebook's FastText NLP Model in Production/069 FastText-App.zip	18.54 MB
[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	4.49 kB
[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	95.39 kB
[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	11.57 kB
[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_.mp4	32.74 MB
[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	20.51 kB
[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	160.06 MB
[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	9.95 kB
[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.mp4	45.76 MB
[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	17.25 kB
[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.mp4	67.42 MB
[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	9.76 kB
[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.mp4	38.62 MB
[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	7.10 kB
[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.mp4	19.93 MB
[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	12.97 kB
[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.mp4	59.30 MB
[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	9.81 kB
[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.mp4	49.32 MB
[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	5.58 kB
[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.mp4	37.03 MB
[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	9.73 kB
[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.mp4	76.49 MB
[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	19.96 kB
[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.mp4	80.76 MB
[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	9.62 kB
[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.mp4	40.22 MB
[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	13.54 kB
[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.mp4	77.45 MB
[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	9.62 kB
[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.mp4	58.27 MB
[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	11.64 kB
[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.mp4	58.62 MB

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Udemy - Deployment of Machine Learning Models in Production | Python