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

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

Azure Machine Learning and AI Workshop at Microsoft Singapore – Event Update.


Machine Learning Workshop at Microsoft Singapore7

Recently I did Azure Machine Learning workshop at Microsoft Singapore.

Topics Covered –

– Introduction to Machine Learning.
– Introduction to Azure Machine Learning.
– Predicting Employee Churn using AML.

Machine Learning Workshop at Microsoft Singapore

Machine Learning Workshop at Microsoft Singapore4

Machine Learning Workshop at Microsoft Singapore2

Around 90 IT professionals and students attended my session.

Event Details-

https://uditha.wordpress.com/2019/05/01/azure-machine-learning-and-ai-workshop-at-microsoft-singapore/

Machine Learning Workshop at Microsoft Singapore3

Machine Learning Workshop at Microsoft Singapore6

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/

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/

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 ICBT.


AI , Data Science and Machine Learning Workshop sri lanka

Recently I did 2 Days AI , Data Science and Machine Learning Workshop at ICBT for HND students.

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

AI , Data Science and Machine Learning Workshop sri lanka

AI , Data Science and Machine Learning Workshop sri lanka

AI , Data Science and Machine Learning Workshop sri lanka

150 IT Students attended 2 days workshop.

AI , Data Science and Machine Learning Workshop sri lanka

AI , Data Science and Machine Learning Workshop sri lanka

AI , Data Science and Machine Learning Workshop sri lanka

For Training Requirement Contact-

udithamail@yahoo.com

udithait@gmail.com

training@bluechiptraining.biz