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Instructor-led Classroom Adult Training in Singapore - Modular Fast Track Skill-Based Trainings

Machine Learning and Deep Learning with Azure ML and Python

Azure Machine Learning Studio is an interactive programming tool for predictive analytic. It is a professional tool that lets users easily drag-and-drop objects on the interfaces to create models that can be pushed to the web as services to be utilized by tools like business intelligence systems..

If you are a Python Developer who want to develop the web based Machine Learning or Deep Learning services. You can easily integrate your current machine learning or deep learning python scripts into the Azure Machine Learning Studio with simple modification. The python ML/DL program will be enabled with the webservices.

Course Highlights

  • Build NN/CNN with the Azure Machine Learning Studio without coding

  • Deploy and consume ML/DL as webservices
  • Integration with Cognitive Services
  • Integrate Keras Deep Learning into Azure Machine Learning Studio
  • Machine Learning with Scikit Learn
  • Neural Network with Keras
  • Build a Predictive Regression Model with Keras
  • Build a Classification Model with Keras
  • Build a CNN Image Classification Model with Keras
  • Build a RNN Classification Model with Kera

Certificate

All participants will receive a Certificate of Completion from Tertiary Courses after achieved at least 75% attendance.

Course Code: C926

Course Booking

$498.00 (GST-exclusive)
$532.86(GST-inclusive)

Course Date

Course Time

* Required Fields

Course Cancellation/Reschedule Policy

We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% to participants.
Note the venue of the training is subject to changes due to class size and availability of the classroom.
Note the minimal class size to start a class is 3 Pax.


Training Grant and Subsidy

All Singaporeans aged 25 and above can use their $500 SkillsFuture Credit from the government to pay for a wide range of approved skills-related courses. Visit the SkillsFuture Credit website www.skillsfuture.sg/credit to choose from the courses available on the SkillsFuture Credit course directory

Course Details

Day 1

Module 1 Azure ML Studio Recap

  • Start Experiment
  • Dataset for ML/DL
  • Machine-Train/Score/Evaluate

Module 2 Azure ML Studio for Deep Learning

  • Overview of Deep Learning
  • Azure ML Studio Neural Network
  • Azure ML Studio Convolution Neural Network

Module 3 Azure ML trained Model

  • Build Webservices with Deep Learning model
  • Deploy and consume the webservices
  • Used the trained model in Azure ML studio

Module 4 Azure ML Studio Python Notebook

  • Build Python ML/DL in the notebook
  • Deploy the python ML/DL in notebook as webservices

Module 5 Azure ML Studio and Cognitive Services

  • Setup Cognitive Services
  • Consume services using webservices endpoint in python

Day 2

Module 6 Azure ML Studio Python Dataset Processing

  • Format Dataset for ML/DL
  • Split CSV dataset into train and test set
  • Convert CSV Dataset to numpy array

Module 7 Azure ML Studio with Scikit Learn

  • Prepare all the Scikit Learn ML python files into a zip file
  • Scikit Learn ML Linear Regression
  • Scikit Learn ML Classification KNN

Module 8 Azure ML Studio with Keras NN 

  • Prepare all the Tensorflow/Keras python files into a zip file
  • Keras ML Linear Regression
  • Keras DL Neural Network

Module 9 Azure ML Studio with Keras CNN

  • Prepare all the Tensorflow/Keras python files into a zip file
  • Keras DL with Convolution Neural Network

Module 10 Azure ML Studio with Keras RNN

  • Prepare all the Tensorflow/Keras python files into a zip file
  • Keras DL with Recurrent Neural Network

Who Should Attend

  • Data Scientists
  • Machine Learning Engineers

Prerequisite

Prerequisite

This course is for beginner. No programming or coding knowledge is required. All the programming and coding concepts will be introduced during the class. 

Software Requirement

Pls download and install the following software prior to the class

Trainers

Python TrainerWee Chee Hong is a ACTA certified trainer. He is a veteran consultant in the field of Engineering Design. He has over 20 years experience in electronics/ IT industry with several MNCs including Compaq, Adaptec, Agilent, etc., with specialization in Automation System Design (drilling/ milling machine, 3D machine automation, machine data collection, test & measurement electronics design), Motion control design & applications. With wide technical skill set in development language/ tools .Net, Java, PowerBuilder to C++/ C/C#, he has also strong knowledge in development of firmware for microcontroller such as PIC, ARM and others.

Chee Hong graduated with a B.Eng degree in Electrical Electronics Engineering and holds a Master Degree of Technology from NUS.

Azure ML TrainerDwight Nuwan Fonseka have a degree in Biotechnology (from NUS) ,Advanced diploma in Pharamceutical management (from MDIS) and Masters in Education (from NTU). He have 8 years experience of teaching biology at O and A levels/ IB level in international schools in Singapore and overseas.

Azure ML TrainerRaaj has 14 years of experience in Designing , delivering and supporting, products, projects and programs in the area of enterprise SAP and Data Science . He is certified in SAP ABAP,HANA and ACTA certified as well .

He has also trained many consultants and developers on Data Science, R programming, Python, SAP HANA, BI and related products and worked extensively in Asia ( Singapore, Bhutan, Vietnam, India, Myanmar ). His core specialization skills are R programming, Python, Azure Machine Learning, SAP HANA.

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