Data Science Academy Sri Lanka

Applying Machine Learning for COVID-19 Dataset.

Kaggle recently released dataset for COVID-19.

Applying Machine Learning for COVID-19 Dataset.

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.

Applying Machine Learning for COVID-19 Dataset.

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.

Applying Machine Learning for COVID-19 Dataset.

Applying Machine Learning for COVID-19 Dataset.

Applying Machine Learning for COVID-19 Dataset.

Applying Machine Learning for COVID-19 Dataset.

https://covid19-training.notebooks.azure.com/j/notebooks/most-common-words-in-the-cord-19-dataset.ipynb

Author – https://www.kaggle.com/paultimothymooney

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 Posted on March 18, 2020 by

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Data Science and Machine Learning Workshop Sri Lanka 2020.

Data Science and Machine Learning Workshop 2020 Sri Lanka

Data Science and Machine Learning Workshop 2020 Sri Lanka

https://www.meetup.com/Colombo-AI-Technology-Meetup/events/268774212/

Register URL – https://bit.ly/2NirW2l

Feel free to contact us for any inquiries

uditha bandara – 0716092918

Uditha Bandara (MVP) is specializes in Data Science, Mobile App and Blockchain 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, Indonesia, Sri Lanka and India. He has published several books,articles,

tutorials, and demos on his Blog – https://uditha.wordpress.com

http://datasciencesrilanka.education

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 Posted on February 23, 2020 by

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Global AI Bootcamp 2019 , Singapore.

Global AI Bootcamp , Singapore.

Recently I did Machine learning session at Global AI Bootcamp ,Singapore.

Global AI Bootcamp , Singapore.

Building Product Recommendation using Azure Machine Learning

by Uditha

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.

Global AI Bootcamp , Singapore.

Global AI Bootcamp , Singapore.

Global AI Bootcamp , Singapore.

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 Posted on December 24, 2019 by

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Data Science Lecturing at Sri Lanka Institute of Information Technology (SLIIT).

Data Science Lecturing

Data Science Lecturing

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

v

Data Science Lecturing

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 Posted on September 4, 2019 by

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Data Science and Machine learning Bootcamp training at Singapore.

Data Science and Machine learning Bootcamp4

Recently I did Data Science and Machine learning Bootcamp training at Singapore for VISA Employees.

This 3 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.

Data Science and Machine learning Bootcamp

Data Science and Machine learning Bootcamp7

Course Outline –

https://uditha.wordpress.com/2018/04/25/data-science-bootcamp-training-sri-lanka-singapore/

Data Science and Machine learning Bootcamp3

Data Science and Machine learning Bootcamp8

Data Science and Machine learning Bootcamp6

5  developers from Visa Worldwide ,Singapore attended 3 Days training.

https://www.visa.com.sg/

Data Science and Machine learning Bootcamp2

For Training Requirement Contact-

udithamail@yahoo.com

udithait@gmail.com

training@bluechiptraining.biz

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 Posted on August 3, 2019 by

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Azure Machine Learning and AI Workshop at COMAT Singapore.

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.

Azure Machine Learning and AI Workshop at COMAT Singapore.

Azure AI

Around 25 IT professionals and students attended my session.

Azure Machine Learning and AI Workshop at COMAT Singapore.

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 Posted on August 2, 2019 by

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Azure Machine Learning and AI Workshop at University of Colombo.

Machine Learning and AI Workshop University of Colombo

Recently I did Azure Machine Learning workshop at University of Colombo.

Topics Covered –

– Introduction to Machine Learning.

– Introduction to Azure Machine Learning.

– Predicting Employee Churn using AML.

Machine Learning and AI Workshop University of Colombo

Around 40 final year students attended my session.

Machine Learning and AI Workshop University of Colombo2

Azure Machine Learning and AI Workshop University of Colombo

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 Posted on July 5, 2019 by

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Global Azure Bootcamp 2019 – Colombo, Sri Lanka.

Global Azure Bootcamp10

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.

Global Azure Bootcamp 8

Global Azure Bootcamp

Global Azure Bootcamp 4

Global Azure Bootcamp 7

Around 70 attended the session.

Event details-

https://gabccolombo.azurewebsites.net/

Global Azure Bootcamp 11

Global Azure Bootcamp 5

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 Posted on June 11, 2019 by

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Azure Machine Learning and AI Workshop at Microsoft Singapore.

Azure Machine Learning and Artificial Intelligence 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

Azure Machine Learning and Artificial Intelligence Workshop at Microsoft Singapore.

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 –

https://www.meetup.com/mssgug/events/260825368/

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 Posted on May 1, 2019 by

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Global AI Night , Colombo – Sri Lanka 2019 – Event Update.

Global AI Night , Colombo

Global AI Night,Colombo successfully concluded on 2nd of April at Microsoft Sri Lanka.

Global AI Night , Colombo

Event Details-

https://uditha.wordpress.com/2019/03/19/global-ai-night-colombo-sri-lanka-2019/

Global AI Night , Colombo

Official Announcement Video

Global AI Night , Colombo

First session by Mr.Indika Dalugama

(Solution Architect Data & AI)

Microsoft AI Roadmap

Global AI Night , Colombo

Second Session by Uditha Bandara

Microsoft MVP, Founder Blue Chip Training

http://bluechiptraining.biz

Microsoft AI Technology platform with hands on Labs

Global AI Night , Colombo

Third Session by Mr. Calvin Hindle

Business Consultant (Cognitive & Machine Learning)

Millennium IT

AI Driven Customer Experience

Around 60 participant attended Global AI Night , Colombo. Including university students and industry professionals.

Global AI Night , Colombo

Colombo AI Technology Meetup – 500+ members and growing.

Global AI Night , Colombo

https://www.meetup.com/Colombo-AI-Technology-Meetup/

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 Posted on April 17, 2019 by

 =Data Science and Machine Learning Workshop at Yangon, AI , Data Science and Machine Learning Cambodia, AI , Data Science and Machine Learning Workshop at Camb, AI , Data Science and Machine Learning Workshop at Dhak, AI , Data Science and Machine Learning Workshop at ICBT, AI , Data Science and Machine Learning Workshop at Micr, AI , Data Science and Machine Learning Workshop at Yang, AI , Data Science and Machine Learning Yangon, AI , Data Science Workshop at Microsoft, AI , Data Science Workshop at Microsoft Sri Lanka, AI Technology Meetup Sri Lanka, AI Technology Sri Lanka, Amazon Machine Learning, aws Modern Data Warehouse course sri lanka, Azure Analysis Services course sri lanka, Azure Data Factory course sri lanka, Azure Databricks, Azure Databricks course sri lanka, Building RNN (Recurrent Neural Network) using TensorFlo, Building RNN (Recurrent Neural Network)TensorFlow, Colombo AI Technology Meetup Sri Lanka, Colombo AI Technology Meetup., Data Science and Machine Learning February 2019 Worksho, Data Science and Machine Learning Workshop, Data Science and Machine Learning Workshop sri lanka, Data Science and Machine Learning Workshop Sri Lanka., Data Science Course Sri Lanka, Data Science Training Sri Lanka, Deep Learning, Deep Learning with Tenser Flow workshop dubai, Deep Learning with Tenser Flow workshop singapore, Deep Learning with Tenser Flow workshop sri lanka, Deep Learning with Tenser Flow workshop., Global AI Night , Colombo – Sri Lanka 2019, Implementing Predictive Analytics with Spark in Azure H, Introduction to Hadoop Course Sri Lanka, Introduction to Python for Data Science Course Sri Lank, Introduction to R for Data Science, Machine Learning, Machine Learning and AI Workshop at Microsoft Sri Lanka, Machine Learning Course Sri Lanka, Machine Learning Facebook, MCSA: Machine Learning Certifications colombo, MCSA: Machine Learning Certifications Ho Chi Minh City, MCSA: Machine Learning Certifications Hong Kong, MCSA: Machine Learning Certifications Jakartha, MCSA: Machine Learning Certifications Kandy, MCSA: Machine Learning Certifications Malyasia, MCSA: Machine Learning Certifications Mumbai, MCSA: Machine Learning Certifications Pune, MCSA: Machine Learning Certifications Ratnapura, MCSA: Machine Learning Certifications Singapore, MCSA: Machine Learning Certifications Sri Lanka., Microsoft AI Sri Lanka, Microsoft Professional Program in Data Science, R Programming Workshop Hong Kong, R Programming Workshop Kuala Lumpur, R Programming Workshop Perth, R Programming Workshop Sri Lanka., R Programming Workshop Tokyo

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Building RNN (Recurrent Neural Network) using TensorFlow

In this tutorial we will look into building RNN using Tenserflow.

We can use RNN for forecasting data where output can be next value or sequence of values.

Recurrent Neural Network code

The RNN trains its units by adjusting their weights following a slight modification of a feedback process known as backpropogation

We can use tenserflow to implement RNN. Following code we implement an RNN in to predict spam from texts

code1

code2

code3

code4

code5

code6

code7

RNN

Test accuracy plot

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 Posted on April 17, 2019 by

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AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka.

AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka.

Recently I did 2 Days AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka for Microsoft partners.

I covered following topics at the training.

Introduction to Machine Learning

Introduction to Azure Machine Learning

Managing Data-sets

Building Azure Machine Learning Models

Using Azure Machine Learning Models

Using Cognitive Services

Building Product Recommender system

Microsoft BOT framework

Data Science Frameworks

Deep Learning Frameworks

AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka.

AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka.1

AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka.2

AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka.3

15 Software developers and BI professionals from following companies attended 2 days of training.

AI , Data Science and Machine Learning Workshop at Microsoft Sri Lanka.

For Training Requirement Contact-

udithamail@yahoo.com

udithait@gmail.com

training@bluechiptraining.biz

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 Posted on April 11, 2019 by

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