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 , Kuala Lumpur , Malaysia.


GLOBAL AZURE BOOTCAMP 2019 , Kuala Lumpur , Malaysia.

All around the world user groups and communities want to learn about Azure and Cloud Computing!

On April 27, 2019, all communities will come together once again in the sixth great Global Azure Bootcamp event! Each user group will organize their own one day deep dive class on Azure the way they see fit and how it works for their members. The result is that thousands of people get to learn about Azure and join together online under the social hashtag #GlobalAzure!

I will be speaking at GLOBAL AZURE BOOTCAMP 2019 , Kuala Lumpur , Malaysia.

Date/ Time
April 27, 2019, 9AM – 5PM

GLOBAL AZURE BOOTCAMP 2019 , Kuala Lumpur , Malaysia.

Data & AI Agenda

GLOBAL AZURE BOOTCAMP 2019 , Kuala Lumpur , Malaysia.

THE VENUE

GLOBAL AZURE BOOTCAMP 2019 , Kuala Lumpur , Malaysia.

Official Site-

https://mygab.azurewebsites.net/kl

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

Knowledge Sharing Session at New Horizons Bangladesh.


AI , Data Science and Machine Learning training bangladesh 4

Recently I did technology Knowledge Sharing at New Horizons Bangladesh.

I covered following topics at the session.

Apple IOS Mobile App development

Android Mobile App development

Microsoft Xamarin Cross Platform Mobile App development  

React Native Cross Platform Mobile App development

Data Science Boot-camp

Deep Learning Boot-camp

Azure Machine Learning

Blockchain Application Development

AI , Data Science and Machine Learning training bangladesh 6

AI , Data Science and Machine Learning Workshop at Yangon, Myanmar.


AI , Data Science and Machine Learning Workshop at Yangon, Myanmar

AI , Data Science and Machine Learning Workshop at Yangon, Myanmar

Recently I did 2 Days AI , Data Science and Machine Learning Workshop at Yangon, Myanmar 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 Yangon, Myanmar

AI , Data Science and Machine Learning Workshop at Yangon, Myanmar

15 Software developers from Yangon attended 2 days of training.

AI , Data Science and Machine Learning Workshop at Yangon, Myanmar

For Training Requirement Contact-

udithamail@yahoo.com

udithait@gmail.com

training@bluechiptraining.biz

AI , Data Science and Machine Learning Workshop at Cambodia.


Data Science and Machine Learning Workshop  Cambodia

Data Science and Machine Learning Workshop  Cambodia

Recently I did 2 Days AI , Data Science and Machine Learning Workshop at Cambodia HR Software Company.

I covered following topics at the training.

  • Introduction to Machine Learning
  • Introduction to Azure Machine Learning
  • Managing Datasets
  • Building Azure Machine Learning Models
  • Using Azure Machine Learning Models
  • Using Cognitive Services
  • Recruitment to Talent Management Clustering
  • HR customer service Bot Application
  • Retaining valuable employees Classification
  • Career / Role recommender system

Data Science and Machine Learning Workshop  Cambodia

Data Science and Machine Learning Workshop  Cambodia

Data Science and Machine Learning Workshop  CambodiaData Science and Machine Learning Workshop  Cambodia

8 Software developers from Corarl HR attended 2 days of training.

Data Science and Machine Learning Workshop  Cambodia

For Training Requirement Contact-

udithamail@yahoo.com

udithait@gmail.com

training@bluechiptraining.biz

Colombo AI Technology Meetup.


Colombo AI Technology Meetup

We had recently started Colombo AI Technology Meetup group.

This Meetup group we are planning to Promote Data Science ,

AI, Machine Learning and Deep Learning technologies in Sri Lanka.

Right now we have close to 200 members in this groups.

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

First major event we planning is Global AI Night – Colombo

Colombo AI Technology Meetup

https://www.meetup.com/Colombo-AI-Technology-Meetup/events/258786956/