Python Online Training Singapore.
Recently we had conducted online Python training for Bank of America staff at Singapore.
Following topics covered at the training.
http://www.bluechiptraining.biz/python-programming-course-sri-lanka/
For Training Requirement Contact-
Sri Lanka
+94 0716092918
Singapore-
+65 86738158
IBM AI Enterprise Workflow Data Science Specialist Training
In this program, we decided to take a different approach than traditional product certifications, and instead of building a product-centric certification,
we decided to build a process-centric certification with specific guiding principles:
1. Using a single use case/real world scenario as the foundation to work through what it takes to build an end to end AI solution
2. Leveraging Design thinking as a framework to work through the translation of business goals into AI technical implementations
3. Bringing together different capabilities such as Machine Learning, Optimization, and specific narrow-AI functionality
4. Leveraging python as the tool of choice for building AI models, and bringing in Watson Studio where it adds value on top of Python and other open source tools
Section 1: Scientific, Mathematical, and technical essentials for Data Science and AI
· Explain the difference between Descriptive, Prescriptive, Predictive, Diagnostic, and Cognitive Analytics
· Describe and explain the key terms in the field of artificial intelligence (Analytics, Data Science, Machine Learning, Deep Learning, Artificial Intelligence etc.)
· Distinguish different streams of work within Data Science and AI (Data Engineering, Data Science, Data Stewardship, Data Visualization etc.)
· Describe the key stages of a machine learning pipeline.
· Explain the fundamental terms and concepts of design thinking
· Explain the different types of fundamental Data Science
· Distinguish and leverage key Open Source and IBM tools and technologies that can be used by a Data Scientist to implement AI solutions
Section 2: Applications of Data Science and AI in Business
· Identify use cases where artificial intelligence solutions can address business opportunities
· Translate business opportunities into a machine learning scenario
· Differentiate the categories of machine learning algorithms and the scenarios where they can be used
· Show knowledge of how to communicate technical results to business stakeholders
· Demonstrate knowledge of scenarios for application of machine learning
Section 3: Data understanding techniques in Data Science and AI
· Demonstrate knowledge of data collection practices
· Explain characteristics of different data types
· Show knowledge of data exploration techniques and data anomaly detection
· Use data summarization and visualization techniques to find relevant insight
Section 4: Data preparation techniques in Data Science and AI
· Demonstrate expertise cleaning data and addressing data anomalies
· Show knowledge of feature engineering and dimensionality reduction techniques
· Demonstrate mastery preparing and cleaning unstructured text data
Section 5: Application of Data Science and AI techniques and models
· Explain machine learning algorithms and the theoretical basis behind them
· Demonstrate practical experience building machine learning models and using different machine learning algorithms
Section 6: Evaluation of AI models
· Identify different evaluation metrics for machine learning algorithms and how to use them in the evaluation of model performance
· Demonstrate successful application of model validation and selection methods
· Show mastery of model results interpretation
· Apply techniques for fine tuning and parameter optimization
Section 7: Deployment of AI models
· Describe the key considerations when selecting a platform for AI model deployment
· Demonstrate knowledge of requirements for model monitoring, management and maintenance
· Identify IBM technology capabilities for building, deploying, and managing AI models
Section 8: Technology Stack for Data Science and AI
· Describe the differences between traditional programming and machine learning
· Demonstrate foundational knowledge of using python as a tool for building AI solutions
· Show knowledge of the benefits of cloud computing for building and deploying AI models
· Show knowledge of data storage alternatives
· Demonstrate knowledge on open source technologies for deployment of AI solutions
· Demonstrate basic understanding of natural language processing
· Demonstrate basic understanding of computer vision
· Demonstrate basic understanding of IBM Watson AI services
For Training Requirement Contact-
Sri Lanka
+94 0716092918
Singapore-
+65 86738158
AI for Business Leaders Workshop Sri Lanka.
Recently I did AI for Business Leaders Workshop at Orel IT. I covered following topics during the workshop.
AI based business opportunities
AI development life cycle
Cloud based AI technologies
AI Use Cases
For Training Requirement Contact-
Sri Lanka
+94 0716092918
Singapore-
+65 86738158
Online Healthcare Machine Learning workshop at Melbourne.
Recently we had conducted online Machine Learning workshop for St John of God Health Care Doctors at Melbourne.
Following topics covered at the training.
Introduction to Data Science
Introduction to Machine Learning
Machine Learning in Healthcare
Healthcare research in Machine Learning.
Sri Lanka DevOps Community Online Meetup.
Machine Learning Operations (MLOps) is based on DevOps principles and practices that increase the efficiency of workflows. For example, continuous integration, delivery, and deployment.
MLOps applies these principles to the machine learning process, with the goal of:
• Faster experimentation and development of models
• Faster deployment of models into production
• Quality assurance
Agenda –
• Azure Machine Learning
• ML Pipeline
• Azure DevOps Integration
Introduction to Machine Learning Workshop .
https://www.meetup.com/Colombo-AI-Technology-Meetup/events/271734830/
Register URL – https://bit.ly/3fdAK56
Contact us at +94 (071) 6092918
udithait@gmail.com
training@bluechiptraining.biz
Conducted By-
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
Data Science Solution on Azure Online Singapore Training.
Recently I had conducted Azure Data Science solution online training. Following topics covered at the training.
Module 1: Introduction to Azure Machine Learning
Module 2: No-Code Machine Learning with Designer
Module 3: Running Experiments and Training Models
Module 4: Working with Data
Module 5: Compute Contexts
Module 6: Orchestrating Operations with Pipelines
Module 7: Deploying and Consuming Models
Module 8: Training Optimal Models
Module 9: Interpreting Models
Module 10: Monitoring Models
Around 20 participants attended the training.
For Training Requirement Contact-
Sri Lanka
+94 0716092918
Singapore-
+65 86738158
Cloud Machine Learning Workshop Sri Lanka.
https://www.meetup.com/Colombo-AI-Technology-Meetup/events/270402228/
Register URL – https://bit.ly/3fdAK56
Contact us at +94 (071) 6092918
Feel free to contact us for any inquiries
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
Data Science and Machine Learning March 2020 Workshop Sri Lanka.
Few weeks ago I had conducted the workshop on Data Science and Machine Learning.
Around 12 attended the workshop.Employees from Stretch line,Enso,Sri Lanka Insurance (SLIC),Sri Lanka Tourism Development Authority
and Attune 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-
Data Science and Machine Learning Workshop Sri Lanka 2020.
https://www.meetup.com/Colombo-AI-Technology-Meetup/events/268774212/
Register URL – https://bit.ly/2NirW2l
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
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-