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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FILE LIST
Filename
Size
~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