Data Science Academy

Posted on April 3, 2020 by uditha

Machine learning and AI Bootcamp training at Colombo , Sri Lanka.

Recently I did Data Science and Machine learning Bootcamp training at Sri Lanka.

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.

Course Outline –

Introduction to Machine Learning

This module introduces machine learning and discussed how
algorithms and languages are used.

Lessons

· What is machine learning?

· Introduction to machine learning algorithms

· Introduction to machine learning languages

Introduction to Azure Machine Learning

Describe the purpose of Azure Machine Learning, and list the
main features of Azure Machine Learning Studio.

Lessons

· Azure machine learning overview

· Introduction to Azure machine learning studio

· Developing and hosting Azure machine learning applications

Managing Datasets

At the end of this module the student will be able to explore
various types of data in Azure machine learning.

Lessons

· Categorizing your data

· Importing data to Azure machine learning

· Exploring and transforming data in Azure machine learning

Building Azure Machine Learning Models

This module describes how to use regression algorithms and
neural networks with Azure machine learning.

Lessons

· Azure machine learning workflows

· Using regression algorithms

· Using neural networks

Using Azure Machine Learning Models

This module explores how to provide end users with Azure
machine learning services, and how to share data generated
from Azure machine learning models. Lessons

· Deploying and publishing models

· Consuming Experiments

Introduction to Python

• Python History

• Installing Python

• Installing IDE

Data types

• Numbers

• Sequences

• File

• Tuples

• Dictionaries

Data Science Intro

• Why Python for Data Science

• Popular packages

• Use cases

• Popular Libraries

• Panda

• Numpy

• Matplotlib

• Scikit-learn

Working with data

• Reading & Writing to different data sources

• Cleaning data

• Visualization

• Data Transformation

Introduction to Deep Learning

· Deep learning basics

· Deep learning tools

· Introduction to neural network

· CNN, ANN, RNN neural network

Introduction to Tensor Flow

· Installing Tensor Flow

· Tensor Flow basics

· Basic Neural Networks using tenser flow

· Advanced Neural Networks using tenser flow (CNN, RNN, ANN)

24 software engineers attended 3 Days of training.

For Training Requirement Contact-

Machine learning and AI Bootcamp training at Colombo, Sri Lanka.

Posted on March 28, 2020 by uditha

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.

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

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

Applying Machine Learning for COVID-19 Dataset.

Posted on March 18, 2020 by uditha

Data Science and Machine Learning Workshop Sri Lanka 2020.

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

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

Data Science and Machine Learning Workshop 2020 Sri Lanka

Posted on February 23, 2020 by uditha

Machine Learning for beginners: Azure AI book.

https://www.amazon.com/Machine-Learning-beginners-Azure-AI/dp/1686820356/

Machine learning for beginners: Azure AI Book

Posted on February 23, 2020 by uditha

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-

Machine learning and AI Bootcamp training at Ceylinco Insurance

Posted on January 26, 2020 by uditha

Global AI Bootcamp 2019 , Singapore.

Recently I did Machine learning session at 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 2019, Singapore.

Posted on December 24, 2019 by uditha

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.

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Posted on November 25, 2019 by uditha

Azure Machine Learning and AI Workshop at COMAT Singapore.

Data Science and Machine learning Bootcamp training at Singapore.

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

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.

Course Outline –

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

13 developers from following companies attended 3 Days of training.

DBS Bank , Singapore
https://www.dbs.com.sg/

Institute of Technical Education , Singapore
https://www.ite.edu.sg/

Mapletree Investments , Singapore
https://www.mapletree.com.sg/

Singapore Food Agency
https://www.sfa.gov.sg/

For Training Requirement Contact-

Data Science and Machine learning Bootcamp training at Singapore.

Posted on October 5, 2019 by uditha

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-

hello@bluechiptech.asia

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Posted on October 5, 2019 by uditha

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

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-