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

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

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Course Outline –

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

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5  developers from Visa Worldwide ,Singapore attended 3 Days training.

https://www.visa.com.sg/

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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.

Unity Game Development Workshop at Game Rush 2019.


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Recently I did Unity Game Development workshop at Game Rush 2019 – (The Inter-University 24 Hour Hackathon) .

It was held at Microsoft Sri Lanka

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Topics Covered –

– Introduction to Unity.
– Unity Game Engine basics.
– Building a Simple game using Unity.

Unity Game Development Workshop Sri Lanka

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Unity Game Development Workshop Sri Lanka4

Around 40 students attended my workshop.

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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

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Global Azure Bootcamp 2019 – Colombo, Sri Lanka.


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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.

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Global Azure Bootcamp

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Around 70 attended the session.

Event details-

https://gabccolombo.azurewebsites.net/

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