Applying Machine Learning for COVID-19 Dataset.
Kaggle recently released dataset for COVID-19.
Dataset Description
In response to the COVID-19 pandemic, the White House and a coalition of leading research groups have prepared the COVID-19 Open Research Dataset (CORD-19). CORD-19 is a resource of over 29,000 scholarly articles, including over 13,000 with full text, about COVID-19, SARS-CoV-2, and related coronaviruses. This freely available dataset is provided to the global research community to apply recent advances in natural language processing and other AI techniques to generate new insights in support of the ongoing fight against this infectious disease. There is a growing urgency for these approaches because of the rapid acceleration in new coronavirus literature, making it difficult for the medical research community to keep up.
Call to Action
We are issuing a call to action to the world’s artificial intelligence experts to develop text and data mining tools that can help the medical community develop answers to high priority scientific questions. The CORD-19 dataset represents the most extensive machine-readable coronavirus literature collection available for data mining to date. This allows the worldwide AI research community the opportunity to apply text and data mining approaches to find answers to questions within, and connect insights across, this content in support of the ongoing COVID-19 response efforts worldwide. There is a growing urgency for these approaches because of the rapid increase in coronavirus literature, making it difficult for the medical community to keep up.
Most Common Words Experiment –
This experiment analyze common words used in the dataset using Text based ML Algorithms.
Machine learning and AI Bootcamp training at Ceylinco Insurance .
Recently I did Data Science and Machine learning Bootcamp training at Sri Lanka.
This 2 days training was focus on getting started with Data Science technologies. Azure machine learning studio, R studio, Jupyter Notebook ,
Spyder with Python for data science. It also includes real world usage of machine learning for regression, classification and product recommendations.
Course Outline –
https://uditha.wordpress.com/2018/04/25/data-science-bootcamp-training-sri-lanka-singapore/
10 developers from Ceylinco Insurance attended 2 Days of training.
For Training Requirement Contact-
Azure Machine Learning and AI Workshop at COMAT Singapore.
Recently I did Azure Machine Learning workshop at COMAT Singapore.
Topics Covered –
– Introduction to Machine Learning.
– Introduction to Azure Machine Learning.
– Predicting Employee Churn using AML.
Around 25 IT professionals and students attended my session.
Machine Learning and AI Workshop at Singapore.
Recently I had conducted Machine Learning and AI workshop at New Horizons Singapore.
Around 20 attended the workshop. Employees from various IT companies and organizations attended the event.
Topics covered at the workshop-
https://uditha.wordpress.com/2017/11/15/big-data-and-machine-learning-workshop-sri-lanka/
AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka.
Recently I did 3 Days AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka for Microsoft partners.
I covered following topics at the training.
Day 1
Introduction to Data Science and Machine Learning
Introduction to Azure Machine Learning and Managing Datasets
Azure Data Services
Using Cognitive Services and Microsoft BOT framework
Day 2
Python Data Science tools for Machine Learning
E-commerce and Product Recommendation ML System
Mobile Churn solution for Telecom
Building Face recognition solution
Day 3
Building language translator solution
Healthcare prediction System
HR Clustering for organizations
Building hotel reservation Chabot
35 Software developers and BI professionals from following companies attended 3 days of training.
For Training Requirement Contact-
Data Science and Machine Learning September 2019 Workshop Sri Lanka.
Few days ago I had conducted the workshop on Data Science and Machine Learning.
Around 10 attended the workshop.Employees from Mobitel, Expo Freight (EFL)and Abanse came to the event.
Topic covered at the workshop-
https://uditha.wordpress.com/2017/11/15/big-data-and-machine-learning-workshop-sri-lanka/
For Training Requirement Contact-
Machine learning for beginners: Azure AI Book.
My new book Machine Learning for beginners: Azure AI now available on Amazon Kindle version and print version.
Book Details –
Machine learning for beginner’s book provides getting started knowledge about machine learning projects.
Based on Azure AI technologies this book will go through Regression, Classification and Product Recommendations.
This book also provides python basic coding experiments toward machine learning and data science.
Topics Covered-
Introduction to Azure AI & Machine Learning
Regression
Classification
Matchbox Recommendations
Azure Machine Learning Web services
R and Python Integration
Python Cloud Notebook
Print Edition.
https://www.amazon.com/Machine-Learning-beginners-Azure-AI/dp/1686820356/
Kindle Version.
https://www.amazon.com/Machine-Learning-beginners-Azure-AI-ebook/dp/B07WKBVWPW/
Data Science Lecturing at Sri Lanka Institute of Information Technology (SLIIT).
Recently I had conducted Data Science Lecturing at Sri Lanka Institute of Information Technology for Data Science batch.
Lecturing was span across six week for 40 students covering following topics –
- Introduction to Spyder IDE, Jupiter Notebook with Python basics
- Azure Machine Learning
- Python Data science libraries / Pandas /Scikit Learn
- Introduction to tenser flow basics
- Basic Neural Networks using tenser flow
Azure Machine Learning and AI Workshop at COMAT Singapore.
Recently I did Azure Machine Learning workshop at COMAT Singapore subsidiary of ST Engineering.
Topics Covered –
– Introduction to Machine Learning.
– Introduction to Azure Machine Learning.
– Predicting Employee Churn using AML.
Around 25 IT professionals and students attended my session.
Global Azure Bootcamp 2019 – Colombo, Sri Lanka.
Recently I did Machine Learning session at Global Azure Bootcamp 2019 –Colombo.
Session Topic- Building a Product Recommendation System using Azure Machine Learning
Session Description-
Recommender systems are one of the most successful and widespread application of machine learning technologies in business .
This session will focus on building a Product Recommendation System using Azure Machine Learning and deploying as a web service.
Microsoft Azure Machine Learning Studio is a collaborative tool use to build, test, and deploy predictive analytics solutions on your data.
Machine Learning Studio publishes models as web services that can easily be consumed by custom apps or BI tools.
Around 70 attended the session.
Event details-
https://gabccolombo.azurewebsites.net/
Azure Machine Learning and AI Workshop at Microsoft Singapore.
This workshop aims to enable participants with the knowledge to analyze and present data by using Azure Machine Learning,
and to provide an introduction to the use of machine learning and Cognitive Services.
– Introduction to Machine Learning
– Introduction to Azure Machine Learning
– Predicting Employee Churn using AML
This workshop is suitable for software developers, database developers, business intelligence analysts and IT professionals.
Date/ Time: 6 May 2019, 6.30pm to 9.00pm (registration starts at 6.15pm)
Location: Microsoft Singapore, Level 21, One Marina Boulevard Singapore 018989
About the speaker:
Uditha Bandara (MVP) specializes in Microsoft development, AI, Mobile App and Cloud technologies. He is the South East Asia’s First XNA/DirectX MVP (Most Valuable Professional). He had delivered sessions at various events and conferences in Hong Kong, Malaysia, Singapore, Cambodia, Indonesia, Myanmar, Bangladesh, Sri Lanka and India. He has published several books, articles, tutorials, and demos on his Blog – https://uditha.wordpress.com
Meetup event –
