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

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

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

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RNN

Test accuracy plot

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

AI , Data Science and Machine Learning Workshop at Dhaka , Bangladesh.


AI , Data Science and Machine Learning training bangladesh 2

AI , Data Science and Machine Learning training bangladesh 1

Recently I did 2 Days AI , Data Science and Machine Learning Workshop at Dhaka,Bangladesh 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 training bangladesh 7

AI , Data Science and Machine Learning training bangladesh 5

AI , Data Science and Machine Learning training bangladesh 3

15 Software developers from Dhaka attended 2 days of training.

For Training Requirement Contact-

udithamail@yahoo.com

udithait@gmail.com

training@bluechiptraining.biz

Building a Product Recommendation System using Azure Machine Learning.


Product Recommendation System using Azure Machine Learning

Recently I had conducted  Machine Learning and AI workshop at Microsoft Sri Lanka.In that session I had shown building product Recommendation System using Azure Machine Learning

Around 40 attended the workshop.Student from various universities attended this workshop.

Product Recommendation System using Azure Machine Learning

Product Recommendation System using Azure Machine Learning

Product Recommendation System using Azure Machine Learning

Product Recommendation System using Azure Machine Learning

Product Recommendation System using Azure Machine Learning

Machine Learning and AI Workshop at Microsoft Sri Lanka.


Machine Learning and AI Workshop at Microsoft Sri Lanka.

Recently I had conducted  Machine Learning and AI workshop at Microsoft Sri Lanka.  Around 40 attended the workshop. Employees from various IT companies and organizations attended the event. Their ware 700+ registration for this workshop.

Machine Learning and AI Workshop at Microsoft Sri Lanka.

Topics covered at the workshop-

https://uditha.wordpress.com/2017/11/15/big-data-and-machine-learning-workshop-sri-lanka/

Machine Learning and AI Workshop at Microsoft Sri Lanka.

Machine Learning and AI Workshop at Microsoft Sri Lanka.