Machine learning for beginners: Azure AI Book.


Machine learning for beginners: Azure AI

My new book Machine Learning for beginners: Azure AI now available on Amazon Kindle version and print version.

Machine learning for beginners: Azure AI

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

Machine learning for beginners: Azure AI

Machine learning for beginners: Azure AI

Print Edition.

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

Machine learning for beginners: Azure AI

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).


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

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Data Science Lecturing

Robotic Process Automation (RPA) Training Sri Lanka.


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Introduction to RPA training course gives learners a glimpse into the bright and exciting future of Robotic Process Automation. This course gives you an overview of the fundamental methodologies and tools that will help you employ RPA concepts on the job. You’ll learn the key RPA tools and workflows used in intelligent automation, steps for implementing RPA in your enterprise, and case studies that will provide the best, most innovative practices.

Lesson 1 – What is Robotic Process Automation?

What is RPA?

What Are the Growth Trends of RPA?

How can it Help Organizations?

Industries and Organizations That Can Benefit

Software Robot Types

RPA Benefit — Process Improvement, Productivity, Savings

Lesson 2 – How Robotic Process Automation Works

How Does RPA Work?

Programming

Graphical User Interface (GUI)

Recorder

Self-learning Bots

Possible Activities of Self-Learning Bots

Types of RPA – Attended, Unattended, Hybrid

Lesson 3 – ROI: Building a Business Case

ROI for RPA

Velocity

Productivity

Lesson 4 -Overview of UiPath

Introduction to UiPath platform

Installation details of UiPath’s Community Edition

Types of Templates

User Interface

Domains in Activities

Workflow Files in UiPath

Lesson 5- Process Components, Recording & Scraping

UI Automation Activities

System Activities

Variables

Arguments

Imports Panel

User Events

Lesson 6- Data Manipulation, Workflow and Automation

Data Manipulation

Workflow

Automation of Virtual Machines

Text and Image Automation

PDF Automation

Lesson 7 -Programming, Debugging and Logging

Programming

Debugging

Error Handling

Logging

Extensions

Project Organization

Lesson 8- Implementing REFramework

Introduction to REFramework

Using State Machine Layout

Workflows of the Framework

Exception Handling & Logging

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

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.

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

Reinforcement Learning using Unity 3D.


Reinforcement learning differs from the supervised learning in a way that in supervised learning the training data has the answer key with it so the model is trained with the correct answer itself whereas in reinforcement learning, there is no answer but the reinforcement agent decides what to do to perform the given task. In the absence of training dataset, it is bound to learn from its experience.

Types of Reinforcement: There are two types of Reinforcement:

Positive –
Positive Reinforcement is defined as when an event, occurs due to a particular behavior, increases the strength and the frequency of the behavior. In other words it has a positive effect on the behavior.

Negative –
Negative Reinforcement is defined as strengthening of a behavior because a negative condition is stopped or avoided.

Reinforcement Learning

Various Practical applications of Reinforcement Learning –

RL can be used in robotics for industrial automation.
RL can be used in machine learning and data processing
RL can be used to create training systems that provide custom instruction and materials according to the requirement of students.

Unity Machine Learning Agents beta

Unity Machine Learning Agents, the first of Unity’s machine learning product offerings, trains intelligent agents with reinforcement learning and evolutionary methods via a simple Python API.

Demo Application –

Spider bot self-learning to walk

Reinforcement Learning 3

Reinforcement Learning 2