Udemy - Deep Learning NLP - Build and Deploy a BERT COVID Q and A System Torrent Download

Description

[ DevCourseWeb.com ] Deep Learning NLP: Build and Deploy a BERT COVID Q&A System

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Genre: eLearning | MP4 | Video: h264, 1280x720 | Audio: AAC, 48.0 KHz

Language: English | Size: 3.04 GB | Duration: 4h 45m

Build and deploy a COVID-19 Question Answering system using Artificial Intelligence and NLP.

What you'll learn

Develop a BERT Q&A system that provides real-time answers from over 200,000 COVID research papers

Accessing and pre-processing the COVID dataset

Perform Exploratory data analysis and Topic modelling on the COVID dataset

Create an indexed database of COVID research text in Elasticsearch

Build an algorithm that retrieves and ranks candidate documents from Elasticsearch

Develop the BERT Q&A Engine

Build End point creation with fast API

Building a simple UI with Streamlit

Dockerize and deploy models

Working with google colab and Visual studio code

Description

If you are interested to learn about NLP and looking to work on one of the biggest real world NLP projects, then this course is for you.

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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...

File list

Udemy - Deep Learning NLP - Build and Deploy a BERT COVID Q and A System
~Get Your Files Here !/1. Welcome to the Course/1. Meet your Instructors.mp4 21.4 MB
~Get Your Files Here !/1. Welcome to the Course/1. Meet your Instructors.srt 1.4 KB
~Get Your Files Here !/1. Welcome to the Course/10. BONUS Installing Visual Studio Code.mp4 75.6 MB
~Get Your Files Here !/1. Welcome to the Course/10. BONUS Installing Visual Studio Code.srt 6.7 KB
~Get Your Files Here !/1. Welcome to the Course/11. BONUS Working with Virtual Environments.mp4 56.7 MB
~Get Your Files Here !/1. Welcome to the Course/11. BONUS Working with Virtual Environments.srt 8.2 KB
~Get Your Files Here !/1. Welcome to the Course/2. Applications of Deep Learning NLP Q&A Systems.mp4 55.9 MB
~Get Your Files Here !/1. Welcome to the Course/2. Applications of Deep Learning NLP Q&A Systems.srt 5.6 KB
~Get Your Files Here !/1. Welcome to the Course/3. COVID Q&A system Overview.mp4 55.9 MB
~Get Your Files Here !/1. Welcome to the Course/3. COVID Q&A system Overview.srt 6.1 KB
~Get Your Files Here !/1. Welcome to the Course/4. COVID Q&A - Architecture Design Walkthrough.mp4 56.5 MB
~Get Your Files Here !/1. Welcome to the Course/4. COVID Q&A - Architecture Design Walkthrough.srt 5.5 KB
~Get Your Files Here !/1. Welcome to the Course/5. GET ALL THE CODES AND DATASETS HERE!.html 850 B
~Get Your Files Here !/1. Welcome to the Course/6. Presentation of the COVID QA Course Folder.mp4 8.7 MB
~Get Your Files Here !/1. Welcome to the Course/6. Presentation of the COVID QA Course Folder.srt 1.9 KB
~Get Your Files Here !/1. Welcome to the Course/7. MAC , LINUX AND WINDOWS SET UP.mp4 39 MB
~Get Your Files Here !/1. Welcome to the Course/7. MAC , LINUX AND WINDOWS SET UP.srt 3.4 KB
~Get Your Files Here !/1. Welcome to the Course/8. JOIN OUR SLACK CHANNEL.html 510 B
~Get Your Files Here !/1. Welcome to the Course/9. BONUS Google Collaboratory Notebook Introduction.mp4 56.6 MB
~Get Your Files Here !/1. Welcome to the Course/9. BONUS Google Collaboratory Notebook Introduction.srt 9.7 KB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/1. COVID Dataset data dictionary.html 336 B
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/2. Installing and importing Libraries.mp4 39.6 MB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/2. Installing and importing Libraries.srt 3.5 KB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/3. Downloading the COVID dataset.mp4 89.4 MB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/3. Downloading the COVID dataset.srt 7 KB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/4. Reading the Dataset - Part 1.mp4 110.7 MB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/4. Reading the Dataset - Part 1.srt 7.5 KB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/5. Reading the Dataset - Part 2.mp4 249.3 MB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/5. Reading the Dataset - Part 2.srt 14.2 KB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/6. Sampling and saving the course dataset.mp4 108.6 MB
~Get Your Files Here !/2. Accessing and Saving the COVID Dataset/6. Sampling and saving the course dataset.srt 6.7 KB
~Get Your Files Here !/3. Data Pre-Processing/1. Installing and importing Libraries.mp4 34.6 MB
~Get Your Files Here !/3. Data Pre-Processing/1. Installing and importing Libraries.srt 3.8 KB
~Get Your Files Here !/3. Data Pre-Processing/2. Accessing the course dataset.mp4 53.7 MB
~Get Your Files Here !/3. Data Pre-Processing/2. Accessing the course dataset.srt 4.4 KB
~Get Your Files Here !/3. Data Pre-Processing/3. Merging the datasets.mp4 75.3 MB
~Get Your Files Here !/3. Data Pre-Processing/3. Merging the datasets.srt 6.4 KB
~Get Your Files Here !/3. Data Pre-Processing/4. Data Pre-Processing - Part 1.mp4 119.4 MB
~Get Your Files Here !/3. Data Pre-Processing/4. Data Pre-Processing - Part 1.srt 8.7 KB
~Get Your Files Here !/3. Data Pre-Processing/5. Data Pre-Processing - Part 2.mp4 133.9 MB
~Get Your Files Here !/3. Data Pre-Processing/5. Data Pre-Processing - Part 2.srt 10.3 KB
~Get Your Files Here !/4. Exploratory Data Analysis/1. Installing and importing Libraries.mp4 1.9 MB
~Get Your Files Here !/4. Exploratory Data Analysis/1. Installing and importing Libraries.srt 0 B
~Get Your Files Here !/4. Exploratory Data Analysis/2. Exploratory Data Analysis.mp4 118 MB
~Get Your Files Here !/4. Exploratory Data Analysis/2. Exploratory Data Analysis.srt 10.7 KB
~Get Your Files Here !/4. Exploratory Data Analysis/3. Word Cloud Analysis.mp4 110.7 MB
~Get Your Files Here !/4. Exploratory Data Analysis/3. Word Cloud Analysis.srt 9.7 KB
~Get Your Files Here !/4. Exploratory Data Analysis/4. Topic Modeling.mp4 211.6 MB
~Get Your Files Here !/4. Exploratory Data Analysis/4. Topic Modeling.srt 19.5 KB
~Get Your Files Here !/4. Exploratory Data Analysis/5. BONUS Additional Resources.html 1.9 KB
~Get Your Files Here !/5. Elasticsearch Document Store/1. BONUS Docker Installation.mp4 135.4 MB
~Get Your Files Here !/5. Elasticsearch Document Store/1. BONUS Docker Installation.srt 15.9 KB
~Get Your Files Here !/5. Elasticsearch Document Store/2. Elasticsearch Knowledge base Set up.mp4 17.1 MB
~Get Your Files Here !/5. Elasticsearch Document Store/2. Elasticsearch Knowledge base Set up.srt 2 KB
~Get Your Files Here !/5. Elasticsearch Document Store/3. Downloading Elasticsearch Docker.mp4 69.6 MB
~Get Your Files Here !/5. Elasticsearch Document Store/3. Downloading Elasticsearch Docker.srt 6.3 KB
~Get Your Files Here !/5. Elasticsearch Document Store/4. Writing data to Elasticsearch.mp4 141.9 MB
~Get Your Files Here !/5. Elasticsearch Document Store/4. Writing data to Elasticsearch.srt 11 KB
~Get Your Files Here !/5. Elasticsearch Document Store/5. Elasticsearch Knowledge base conclusion.mp4 11.6 MB
~Get Your Files Here !/5. Elasticsearch Document Store/5. Elasticsearch Knowledge base conclusion.srt 858 B
~Get Your Files Here !/6. Question Answering Engine/1. BERT Q&A Introduction.mp4 12.1 MB
~Get Your Files Here !/6. Question Answering Engine/1. BERT Q&A Introduction.srt 812 B
~Get Your Files Here !/6. Question Answering Engine/2. Q&A Handler Walkthrough.mp4 46.9 MB
~Get Your Files Here !/6. Question Answering Engine/2. Q&A Handler Walkthrough.srt 4.1 KB
~Get Your Files Here !/6. Question Answering Engine/3. Building a Q&A Pipeline.mp4 50.1 MB
~Get Your Files Here !/6. Question Answering Engine/3. Building a Q&A Pipeline.srt 3.8 KB
~Get Your Files Here !/6. Question Answering Engine/4. Deploy Q&A handler in FastAPI.mp4 32.5 MB
~Get Your Files Here !/6. Question Answering Engine/4. Deploy Q&A handler in FastAPI.srt 2.6 KB
~Get Your Files Here !/6. Question Answering Engine/5. BONUS BERT NLP Q&A Reference Materials.html 1.5 KB
~Get Your Files Here !/7. Streamlit User Interface Design/1. Streamlit UI Overview.mp4 13.1 MB
~Get Your Files Here !/7. Streamlit User Interface Design/1. Streamlit UI Overview.srt 1.2 KB
~Get Your Files Here !/7. Streamlit User Interface Design/2. Build Streamlit UI - Part 1.mp4 15.2 MB
~Get Your Files Here !/7. Streamlit User Interface Design/2. Build Streamlit UI - Part 1.srt 1.6 KB
~Get Your Files Here !/7. Streamlit User Interface Design/3. Build Streamlit UI - Part 2.mp4 148.2 MB
~Get Your Files Here !/7. Streamlit User Interface Design/3. Build Streamlit UI - Part 2.srt 8.1 KB
~Get Your Files Here !/7. Streamlit User Interface Design/4. Build Streamlit UI - Part 3.mp4 75.3 MB
~Get Your Files Here !/7. Streamlit User Interface Design/4. Build Streamlit UI - Part 3.srt 4.5 KB
~Get Your Files Here !/7. Streamlit User Interface Design/5. Build Streamlit UI - Part 4.mp4 133.5 MB
~Get Your Files Here !/7. Streamlit User Interface Design/5. Build Streamlit UI - Part 4.srt 7 KB
~Get Your Files Here !/7. Streamlit User Interface Design/6. BONUS Additional Resources.html 846 B
~Get Your Files Here !/8. Deployment/1. Deployment Overview.mp4 21.6 MB
~Get Your Files Here !/8. Deployment/1. Deployment Overview.srt 1.6 KB
~Get Your Files Here !/8. Deployment/2. Build Docker Image for KB Handler.mp4 40.6 MB
~Get Your Files Here !/8. Deployment/2. Build Docker Image for KB Handler.srt 3 KB
~Get Your Files Here !/8. Deployment/3. Build Docker Image for QA Handler.mp4 146.8 MB
~Get Your Files Here !/8. Deployment/3. Build Docker Image for QA Handler.srt 13 KB
~Get Your Files Here !/8. Deployment/4. Build Docker Image for UI App.mp4 123.2 MB
~Get Your Files Here !/8. Deployment/4. Build Docker Image for UI App.srt 8.9 KB
~Get Your Files Here !/Bonus Resources.txt 386 B