Machine Learning Rapid Prototyping with IBM Watson Studio

BY
IBM via Coursera

In details study about the genre of data science by enrolling for the course on Machine Learning Rapid Prototyping with IBM Watson Studio by Coursera.

Lavel

Intermediate

Mode

Online

Duration

3 Weeks

Fees

Free

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based
Learning efforts 2 Hours Per Week

Course overview

The Machine Learning Rapid Prototyping with IBM Watson Studio certification course will be allowing the students to work in the emerging technologies of AI. The syllabus is included in the online course Machine Learning Rapid Prototyping with IBM Watson Studio by Coursera. The online programme is  100% online programme and the course is having a duration of eight hours. The Machine Learning Rapid Prototyping with IBM Watson Studio certification syllabus includes the chapters of- Classification Prep Demo, Regression Prep Demo, Multi-armed Bandit Approach, Demo Classification: Making Changes to the Models, Automated Data Preparation, DAUB Algorithm, The model selection problem and others.

The highlights

  • Course offered by IBM
  • Programme by Coursera
  • 100% online programme
  • 8 hours total course duration
  • Shareable certificate
  • Course level intermediate
  • Deadlines flexible
  • Subtitles in English
  • Beginner level course

Program offerings

  • Videos
  • Quiz
  • Reading material
  • Exercises
  • Online.

Course and certificate fees

Type of course

Free

The fees for the course Machine Learning Rapid Prototyping with IBM Watson Studio is -

HeadAmount in INR
Certificate feesRs. 2,435

 

certificate availability

Yes

certificate providing authority

Coursera

certificate fees

₹2,435

Who it is for

The Machine Learning Rapid Prototyping with IBM Watson Studio certification course will help the students study about-

  • Data scientists 

Eligibility criteria

Certification Qualification Details

Students will be getting the Machine Learning Rapid Prototyping with IBM Watson Studio certificate by completing the course in the specified time frame.

What you will learn

Machine learning

The Machine Learning Rapid Prototyping with IBM Watson Studio online course will help the students learn about the following-

  • The ways of preparing automated data tables and models will be covered in the syllabus in detail.
  • The students will study the working mechanisms of regression demo lab style.
  • Candidates will be learning the ways of examining the notebook and its application.
  • Applicants in the course will further study about the evaluation and deployment of AutoAI-generated Solutions methods.
  • In the Machine Learning Rapid Prototyping with IBM Watson Studio certification syllabus, the students will cover the topic of - “AutoAI Implementations”.

The syllabus

Module 1: Building a rapid prototype with Watson studio AutoAI

Videos
  • Welcome/Introduction
  • Introducing AutoAI
  • Watson Studio Platform Basics
  • Building Rapid Prototypes Demo Introduction
  • Classification Demo
  • Examining the Notebook
  • Regression Demo
Readings
  • Course Prerequisites
  • Learning Outcomes
  • AutoAI Implementations
  • References
  • Summary
  • Learning Outcomes
  • Watson Studio Setup
  • Watson Studio Lab (Activity)
  • Summary
  • Learning Outcomes
  • References
  • Building Rapid Prototypes Lab (Activity)
  • Summary
  • Summary/Review
Quizzes
  • Check for Understanding
  • Check for Understanding
  • Check for Understanding
  • End of Module Quiz

Module 2: Automated data preparation and model selection

Videos
  • Module 2 Introduction
  • Automated Data Preparation
  • Classification Prep Demo
  • Regression Prep Demo
  • The model selection problem
  • Multi-armed Bandit Approach
  • DAUB Algorithm
  • Demo Classification: Making Changes to the Models
  • Demo Regression: Making Changes to the Models
Readings
  • Learning Outcomes
  • Building the Prototype: Prep (graphic)
  • References
  • Data Preparation Lab (Activity)
  • Summary
  • Learning Outcomes
  • Building the Prototype: Model selection (graphic)
  • References
  • Model Selection Lab (Activity)
  • Summary
  • Summary/Review
Quizzes
  • Check for Understanding
  • Check for Understanding
  • End of Module Quiz

Module 3: Automated feature engineering and hyperparameter optimization

Videos
  • Module 3 introduction
  • Automated feature engineering
  • Cognito - transforms and the transformation graph
  • Cognito - transformation graph exploration
  • Demo classification: feature engineering
  • Demo regression: feature engineering
  • HPO demo
  • Automated HPO
  • RBFOpt
Readings
  • Learning Outcomes
  • Building the Prototype: Feature Engineering (graphic)
  • References
  • Feature Engineering Lab (Activity)
  • Summary
  • Learning Outcomes
  • Building the Prototype: HPO (graphic)
  • References
  • Automated HPO Lab (Activity)
  • Summary
  • Summary/Review
Quizzes
  • Check for Understanding
  • Check for Understanding
  • End of Module Quiz

Module 4: Evaluation and deployment of autoAI-generated Solutions

Videos
  • Module 4 introduction
  • Deployment demo
  • Evaluation demo
  • Course closing
Readings
  • Learning Outcomes
  • Evaluation Lab (Activity)
  • References
  • Summary
  • Learning Outcomes
  • Deployment Lab (Activity)
  • Summary
  • Summary/Review
  • More AutoAI Capabilities from IBM / References
Practice exercises
  • Check for Understanding
  • Check for Understanding
  • End of Module Quiz
Peer Review
  • Choose a Data Set and Perform an AutoAI Experiment

Admission details


Filling the form

For getting registered in the Machine Learning Rapid Prototyping with IBM Watson Studio online course the students need to follow the given steps-

Step 1: The applicants need to go to the official course URL for procuring the form

Step 2: Students have to click on the “enrol” button that is provided on the home screen.

Step 3: The students then need to select their desired course

Scholarship Details

Note: Financial aid is available but the amount has not been specified.

How it helps

The Machine Learning Rapid Prototyping with IBM Watson Studio certification benefits the students by allowing them to develop their skills in - Data Science, Artificial Intelligence (AI)

Information Engineering, Python Programming, Machine Learning. The online session on Machine Learning Rapid Prototyping with IBM Watson Studio certification will be allowing the candidates to be guided by the industry experts and professionals. The course is being offered by IBM and is being available on the platform of Coursera. The certificate that the students will be getting towards the end of the course can be shared by the students over social media handles and platforms. The course will also help the students strengthen their knowledge on- Data Preprocessing, Data Science workflow, Machine Learning Algorithms, Hyperparameter Optimization, Evaluation measures for models and Feature Engineering 

Instructors

Mr Mark J Grover

Mr Mark J Grover
Digital Content Delivery Lead
IBM

Ms Meredith Mante
Data Scientist
IBM

FAQs

Can the students apply for the course online?

Yes, by visiting the official site of Coursera the students can apply for the course on Machine Learning Rapid Prototyping with IBM Watson Studio programme.

What is the total course training period?

The students will have to finish the course by the stipulated time frame of 8 hours.

In the course is scholarship given?

Yes, the students can avail themselves of the financial aids in the Machine Learning Rapid Prototyping with IBM Watson Studio online programme.

When will the students get access to the course resources?

After enrolling for the course only Machine Learning Rapid Prototyping with IBM Watson Studio training the students will get access to the course.

Where can the details of the syllabus be accessed from?

The Machine Learning Rapid Prototyping with IBM Watson Studio certification syllabus can be accessed from the course site.

Who is the course offered by?

The course on Machine Learning Rapid Prototyping with IBM Watson Studio is offered by IBM.

How can the certificate be applied for?

To apply for the certificate the students need to apply by buying the certificate. The details of it can be accessed by the students from the webpage.

Where can the students share the certificate?

The details of the certificate that will be provided in e-format can be shared by students across all platforms.

Where can the form be generated from?

The students can generate the form by visiting the official course URL.

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