1991 Courses and Certifications

Edx Courses & Certifications 2024

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Design Thinking Prototyping and User Testing

Offered by

RIT via Edx
Certificate

Design Thinking: Prototyping and User Testing

After proposing a solution, the first thing you need to do to put it into action is to create a prototype. Prototyping and user testing are critical elements of the design-thinking process, and you can learn about them in the Design Thinking: Prototyping and User Testing certification course. It houses video lectures and English transcripts to allow for self-paced learning. 

Prototyping is an iterative process, and you will appreciate it better by examining the case studies that are a part of the curriculum. In the Design Thinking: Prototyping and User Testing programme, you will learn how to implement user testing and evaluate the results obtained from it. You can complete the programme comfortably in six weeks if you study eight to twelve hours a week.

Design Thinking: Prototyping and User Testing training is an intermediate-level programme. Surveys, focus groups, interviews, and other methods, tools, and best practices for assessing solutions are part of this online course. Moreover, this course is part of the Design Thinking MicroMasters programme offered by the Rochester Institute of Technology. EdX offers two different enrolment options to join the programme; paid and free mode. In the paid mode, the learners will get unlimited access and a certificate whereas in the free mode, they can get only limited access to the programme. 

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6 Weeks
Intermediate
Free
Skills Covered:
Design thinking
Design Thinking Capstone

Offered by

RIT via Edx
Certificate

Design Thinking Capstone

Design Thinking Capstone online course is an intermediate course in Business and Management. It is six weeks long, shareable, and a part of the MicroMasters Design Thinking series available on the edX website. This course will provide candidates with a cumulative experience of all the aspects of end-to-end design thinking processes.

The Rochester Institute of Technology developed the Design Thinking Capstone program. It is an instructor-led course taught by Dean Emerita Lorraine Justice, Professor of Design at RIT. This course emphasizes practical problem-solving methods, allowing students to better understand the course material. Towards the end of the program, candidates will demonstrate their understanding by submitting a final project and documentation that support their findings. 

Design Thinking Capstone by edX requires a weekly effort of eight to twelve hours. Post-training completion and fee payment, a verified and shareable certificate is obtainable. The certification includes the Rochester Institute of Technology logo and is signed by the instructor. 

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6 Weeks
Intermediate
Free
Skills Covered:
Design thinking
Data Visualization for All

Offered by

TCD via Edx
Certificate

Data Visualization for All

6 Weeks
Beginner
Free
Certificate

Text Analytics 1: Introduction to Natural Language Processing

The ‘Text Analytics 1: Introduction to Natural Language Processing’ online course is an overview of the strategies involved in Natural Language Processing(NLP) and the various aspects of computational linguistics. This course enables students to get hands-on experience with NLP and the process of performing analysis in Python with regard to the creation of pipelines.

Edx provides this course in association with the University of Canterbury(UC) for a period of six weeks and the students are required to spend at least three to six hours per week to complete the course successfully. This computer science course is self-paced and the learners in this program are led by the instructors from UC, Jonathan Dunn(Lecturer), Tom Coupe(Associate Professor), Jeanette King(Professor), and Girish Prayag(Professor).

In the ‘Text Analytics 1: Introduction to Natural Language Processing’ online training program, students will engage themselves with concepts of text processing, text mining, sentiment analysis, and topic modelling. The participants will receive a certificate after finishing the course of study and the graded assessments. The self-paced programme can be taken free of cost and has a limited duration. They can also upgrade it to the verified mode by paying for the course and getting unlimited access to the course materials. 

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6 Weeks
Beginner
Free
Skills Covered:
Knowledge of Artificial Intelligence Machine learning Statistical skills Knowledge of Data Visualization Knowledge of Python Data science knowledge Natural Language Processing
Certificate

Text Analytics 2: Visualizing Natural Language Processing

The ‘Text Analytics 2: Visualizing Natural Language Processing’ online course is developed for the students to gain knowledge and expertise with the visualization and interpretation of outputs in text analytics along with the scientific overview of understanding language computations.

This computer science course is provided by the Edx educational platform in collaboration with the University of Canterbury for the classes and modules. This online program is scheduled for a period of approximately six weeks and the candidates are expected to spend a minimum of three to six hours per week to finish the course modules.

The ‘Text Analytics 2: Visualizing Natural Language Processing’ is a self-paced learning program and the students can study independently with the curriculum instructed by faculty from the University of Canterbury such as Jonathan Dunn(Lecturer), Jeanette King(Professor), Tom Coupe(Associate Professor), and Girish Prayag(Professor). The participants will receive a certificate that can be shared online for the benefit of career advancement if they choose the verified mode by paying the course fee. They can also join the self-paced programme free of cost and get limited access to the programme. 

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6 Weeks
Beginner
Free
Skills Covered:
Knowledge of Python Natural Language Processing Data science knowledge Machine learning Knowledge of Artificial Intelligence Knowledge of deep learning Visualisation skills
Algorithms Design and Analysis Part 2

Offered by

Certificate

Algorithms: Design and Analysis, Part 2

The Algorithms: Design and Analysis, Part 2 online course by edX, is aimed at learners who have at least some experience in programming. It is a self-paced intermediate-level programme with a rigorous curriculum that focuses more on conceptual understanding and the bigger picture than mathematical details and low-level implementation.

The topics covered under the Algorithms: Design and Analysis, Part 2 certification syllabus include Greedy Algorithms (Clustering, Scheduling, Huffman Codes, Minimum Spanning Trees), Dynamic Programming (Sequence Alignment, Shortest Paths, Optimal Search Trees, Knapsack), NP-Completeness, Local Search, and Analysis of Heuristics.

The Algorithms: Design and Analysis, Part 2 training programme by edX includes various assessments through which learners can practice and master Algorithms. These include six multiple-choice problem sets, six programming assignments, and a final multiple-choice exam. 

Moreover, there is no due date for these assignments, allowing learners to work through the course at their own pace. But to complete the course comfortably within six weeks, they must study two to four hours a week. Edx has 2 tracks namely the verified track and the audit track which allows the students to finish off the course. During the verified track, the candidates will get unlimited but paid access to the course materials. In the audit track, the candidates will be getting limited but free access to the course materials.

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6 Weeks
Intermediate
Free
Skills Covered:
Knowledge of Algorithms
Algorithms Design and Analysis Part 1

Offered by

Certificate

Algorithms: Design and Analysis, Part 1

Algorithms: Design and Analysis, Part 1 online course will explore the heart of computer science - algorithms. Candidates will learn, practice, and master the fundamentals of algorithms using a combination of video lectures, programming assignments, and multiple-choice quizzes to help them evaluate their progress.

Algorithms: Design and Analysis certification syllabus will provide information on various topics such as sorting and searching, data structures, graph primitives, randomized algorithms, and the 'Big-Oh' notation. This is an intermediate curriculum and requires some experience on the part of candidates in programming languages. These can include C, Java, or Python languages.

Algorithms: Design and Analysis by edX is a six-week, online certification course that features faculty members from Stanford University.  Students will have to devote two to four hours every week to this course and give a multiple-choice final at the end. It is a self-paced course that provides English transcripts of all the lectures for better understanding. Learners can get enrolled in the course for free or by paying a small amount. If they want to learn the course without paying anything they may opt for the audit track where limited access is given. On the other hand, if they want unlimited course access they may opt for admission using the verified track for which they may have to pay a small amount.

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6 Weeks
Intermediate
Free
Skills Covered:
Knowledge of Algorithms
Algorithmic Design and Techniques

Offered by

Certificate

Algorithmic Design and Techniques

6 Weeks
Intermediate
Free
Data Structures Fundamentals

Offered by

Certificate

Data Structures Fundamentals

6 Weeks
Intermediate
Free
Graph Algorithms

Offered by

Certificate

Graph Algorithms

6 Weeks
Intermediate
Free
Certificate

Programming in Scratch

There are times when the right introduction to Computer programming can te off a passionate and fulfilling career. The Programming in Scratch is a course by edX that makes the formative years of one’s professional pursuits much more likely to succeed, through owning and creating interactive games and stories duly backed by animations.

The Programming in Scratch is a program developed at MIT and will challenge your mind to put its cognitive resources to use. The graphical user interface enables the users to use a “pick and drop” feature to present effective games, beautiful songs, and enriching animations in a matter of a few minutes.

The program is slated to run for 6 weeks and is an introductory-level program in English. It does not need the participants to have any previous programming language experience. The layout of the program has been kept as self-paced and is accessible on smartphones.

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6 Weeks
Beginner
Free
Skills Covered:
Problem Solving Ability Animation skills Game designing skills
Certificate

HTML5 Coding Essentials and Best Practices

6 Weeks
Intermediate
Free

Offered by

Polytechnic University of Valencia, Valencia via Edx
Certificate

Introduction to the Internet of Things

The Introduction to the Internet of Things offered by the platform of edX provides information on the topics concerned with subjects of programming as well as electronics. The Introduction to the Internet Things programme created by edx is in collaboration with UPValenciaX. Candidates who are willing to pursue this course of Internet of Things training programme need to spend at least 6 weeks completing the  Introduction to the Internet of Things certification course. It is expected that participants who are interested in studying in this course require 5-6 hours of time investment to finish this curriculum.

Introduction to the Internet of Things course is a self-paced programme that provides learning freedom to all students. Once the  Introduction to the Internet Things training is completed by the candidates they can avail themselves of the verified certificates. Certification for this programme is available after paying Introduction to the Internet Things fees. Candidates who are enrolled in the Introduction to the Internet Things programme can share the certification achieved here on their resumes, CVs, or academic records as they are easily shareable. The course is an introductory level course curriculum with two tracks to choose from. One is the free audit track which gives limited access to the course materials and the other is the verified track which charges a fee to offer unlimited access to the course materials.

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6 Weeks
Beginner
Free
Skills Covered:
Programming skills Knowledge of electronics
Introduction to the Internet of Things

Offered by

Certificate

Introduction to the Internet of Things

The Internet of Things (IoT) certification course is a 6 weeks certification programme that is found on the platform of edX. IoT is becoming for very important for different professional, and the knowledge of this will help in leveraging technical knowledge in improving business processes. This is an introductory level programme that helps in leveraging IoT related workplace functions.

The Introduction to the Internet of Things (IoT) training is the best for Internet of Things topics, and how the different components that are connected amongst to each other. The candidates will also be earning to communicate the data by examining privacy, and other cybersecurity issues by highlighting IoT processes in business organisations.

Two self-paced tracks can be found on edX, One is the free audit track and the other track is the verified one which is paid. To be able to learn for a limited period without a certificate of completion, one can pick out the audit track whereas the paid track is made to offer unlimited access and a certificate of completion.

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6 Weeks
Beginner
Free
Skills Covered:
Knowledge of IT industry
Stochastic Processes Data Analysis and Computer Simulation

Offered by

Certificate

Stochastic Processes: Data Analysis and Computer Simulation

Stochastic motion is the motion of particles like that of ink in water. As opposed to the movement of celestial objects which can be calculated, this motion cannot be predicted. The Stochastic Processes: Data Analysis and Computer Simulation certification course aim to introduce candidates to stochastic processes and how to conduct data analysis on them. 

Students will first learn the fundamental theories governing stochastic processes in the training programme. Then, using Jupyter (iPython) notebook, they will learn how to do numerical simulations and perform them. They will analyse the simulation data as well. The six-week-long  Stochastic Processes online course in Physics is made for students interested in thermal motion and particle motion. 

Faculty from the reputed Kyoto university in Japan teaches this course on Stochastic Processes: Data Analysis and Computer Simulation training by edX. Throughout this course, candidates will acquire knowledge of stochastic processes and programming. This online programme is completely free of cost. edX also offers a verified certificate upon course completion.

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6 Weeks
Intermediate
Free
Skills Covered:
Knowledge of Python Knowledge of physics
Observation Theory Estimating the Unknown

Offered by

Delft University of Technology via Edx
Certificate

Observation Theory: Estimating the Unknown

Learn how to derive insights from the noisy observations by enrolling in the Observation Theory: Estimating the Unknown certification. In research and teaching the TU Delft’s approach is a world-leading methodology for understanding the observations. This theory can be applied in every domain where the measurements shall be used to make an estimation of the unknown parameters.

The candidates will learn how to distinguish between the parameters and come up with the quality of results in Observation Theory: Estimating the Unknown training. Playing with noisy observations is one of the key takeaways for the candidates during this time duration of the course. The participants will learn how to validate the estimations and develop a systematic approach to dealing with real-life translations. The candidates will have real-world exposure to different models.

The learning process during the course will help participants know how the study of observations can help in better solutions. In terms of precision, a standardized approach to the parameters has been considered for the candidates. Most part of the course has been covered with examples, where the candidates will have better learning. The course also offers certification after the candidates successfully complete it if they choose the verified track and pay the course fee. In the free track, the students will get access to the course for a limited duration. 

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6 Weeks
Intermediate
Free
Skills Covered:
Mathematical skill
Site Reliability Engineers Infrastructure Resiliency and Deployment Automation

Offered by

IBM via Edx
Certificate

SRE Infrastructure, Resiliency and Deployment Automation

6 Weeks
Intermediate
Free
Building Modern Java Applications on AWS

Offered by

Certificate

Building Modern Java Applications on AWS

The Building Modern Java Applications on AWS online course will cover the details of the greenfield, modern technology that pertains to AWS. Structured as introductory the course is about the modern cloud application that is manageable and available, hinting that it will help in creating projects specified to business projects in various marketplaces. Building Modern Java Applications on AWS training will teach the students to build new applications using AWS technology. 

The curriculum will be covering topics namely- cloud9, cloud computing, AWS CLI, section reading, and others. The Building Modern Java Applications on AWS certification will help students build API-driven applications that pertain to the Amazon API. In this AWS online course, the AWS step function will be used to create and build a serverless workflow. The various ways to optimize the APIs using AWS will be covered as well. The students will also learn about the various configurations that are there in lambda functions, and the uses of it will also be taught to the participants.

The candidates may choose any one of the tracks available to learn the course, one is the verified track and the other is the audit track. Both the tracks are self-paced but during the audit period, the course can be accessed only for a limited period. Whereas during the verified track, the course is open to be accessed for an unlimited period.

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6 Weeks
Beginner
Free
Skills Covered:
Knowledge of AWS Technology
Building Modern Python Applications on Amazon Web Series

Offered by

Certificate

Building Modern Python Applications on AWS

The Building Modern Python Application on the AWS certification course offered by edX will guide you to develop a serverless scalable architecture, which will avoid manual operations, and focus on different projects to make an impression in the market.  

The Building Modern Python Application on AWS online course comprises the use of Amazon EC2 virtual machines for hosting services like Amazon Elastic Kubernetes, Amazon container services. The module covers topics on API, and its applications using AWS Lambda and Amazon Cognito. Candidates will be guided about flow works using Cognito, an API-triggered gateway for adding Lambda backend, and different configurations of lambda. The module also focuses on developing a new, greenfield serverless backend on AWS.

A duly signed certificate will be issued by the instructor after completion of the course for the candidates who have paid a fee for the course. The students also can audit the programme for a limited duration without paying the fee. This Building Modern Python Application on AWS certification issued to the applicants can be attached to the CV or resume as a skill which can be shared on all digital platforms like LinkedIn, Fiver, and many other job portals 

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6 Weeks
Beginner
Free
Skills Covered:
Knowledge of AWS Technology
AWS Developer Optimizing on AWS

Offered by

Certificate

AWS Developer: Optimizing on AWS

The AWS Developer: Optimizing on AWS programme is the third course in the AWS Developer Professional Series. It is spread over a six-week-long period. This is a self-paced programme that will allow you to progress at your own speed. 

However, it is recommended you take the first and second courses of the series- ‘AWS Developer: Building on AWS’ and ‘AWS Developer: Deploying on AWS’ before beginning the AWS Developer: Optimizing on AWS for maximum understanding.

The AWS Developer: Optimizing on AWS course curriculum will cover topics such as caching services, AWS container services, AWS Command Line Interface, and AWS key management service. You can learn through a combination of video lessons and hands-on components like a capstone exercise, weekly quizzes, discussions, and regular exercises. 

Additionally, the AWS Developer: Optimizing on AWS certification falls under the Computer Science domain. The online course has been curated with the support of Amazon Web Services (AWS) and has been delivered by edX. 

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6 Weeks
Expert
Free
Skills Covered:
Knowledge of AWS Technology
AWS Developer Deploying on AWS

Offered by

Certificate

AWS Developer: Deploying on AWS

AWS Developer: Deploying on AWS by edX is the second course in the AWS Developer Professional Series and will run for an estimated time span of six weeks. This is an advanced-level programme that will teach you how to use DevOps tools and methodologies and build applications with the help of AWS Cloud9 and a lot more. The course curriculum has been structured in modules consisting of lessons, exercises, quizzes, and discussions. 

The AWS Developer: Deploying on AWS online course requires a time commitment of three to four hours per week. During the course, you will learn about different AWS services and get a chance to use them through exercises. Moreover, you can interact with your fellow learners and the AWS training staff for a better learning experience.

Additionally, the AWS Developer: Deploying on AWS certification belongs to the Computer Science field and has been curated by Amazon Web Services. Experts in AWS will be your course instructors. Furthermore, the training presents a significantly hands-on approach, and you will master the usage of various AWS services covered. 

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6 Weeks
Expert
Free
Skills Covered:
Knowledge of AWS Technology
AWS Developer Building on AWS

Offered by

Certificate

AWS Developer: Building on AWS

The AWS Developer: Building on AWS online course by edX is a six-week-long programme. It will teach you how to develop and run applications on the AWS platform. During the programme, you will become familiar with AWS by installing SDKs (Software Development Kits) and creating an AWS account.

Throughout the AWS Developer: Building on AWS certification course, you will study general AWS concepts like availability zones, security groups, regions and Virtual Private Clouds (VPCs). Plus, you will gain hands-on experience in building a web app. For this, you will use AWS Lambda, and Amazon EC2 compute services. Furthermore, you will be introduced to multiple services like Amazon Rekognition, AWS SNS and Amazon SQS.

You will also use the AWS APIs via the AWS Cloud9 IDE (Integrated Development Environment), AWS CLI and AWS SDKs during edX's AWS Developer: Building on AWS online programme. The course will have numerous quizzes, practical exercises, class discussions and reading material/resources along with video lectures to enhance your learning.

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6 Weeks
Expert
Free
Skills Covered:
Knowledge of Amazon Web Services
Introduction to Internationalization and Localization

Offered by

Certificate

Introduction to Internalization and Localization

If you are a developer or designer looking to launch your products overseas without altering the code, then the Introduction to Internalization and Localization Certification Course is for you. Through this training, you can learn how to launch a digital product internationally in various languages and reach your international target markets. 

The University of Washington offers this MOOC on edX. Throughout the Introduction to Internalization and Localization programme, you will delve into the various factors of making a product world-ready by applying different localisation techniques. You will also learn about multiple localisation models and the market’s history, which can be used in real-world problem-solving. 

The Introduction to Internalization and Localization Training is entirely online and lasts for six weeks. Candidates will follow a self-paced study module which will give them the convenience of learning on their own time. Moreover, a certificate of completion verified by the University of Washington is also available. There are 2 tracks namely audit and verified tracks, out of which one has to be selected by the stduents for learning the course. The verified track offers unlimited access with a certificate whereas the audit track offers limited period access to the course materials with no certificate.

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6 Weeks
Expert
Free
Skills Covered:
Marketing skills
Certificate

Enterprise Software Lifecycle Management

The Enterprise Software Lifecycle Management by edX is a prologue to programming lifecycle the board utilizing the affirmed standards and best practices created by IT pioneers and made for enormous scope frameworks activity. Beginning with the rudiments of life cycles Enterprise Software Lifecycle Management certification course will make the learner challenge their present knowledge. The candidate will be able to figure out how to settle on defended choices on the business level programming arrangements and the right way to apply the standards and strategies they learned.

The Enterprise Software Lifecycle Management online course will furnish directors with the abilities they need to comprehend the standards and utilize the best-in-class strategies and practices for the executives.

This software engineering online training course will show the candidates the techniques and models and practices of programming advancement to make the cycle sensible and bring about high-caliber and proficient programming items. For a better understanding of this course, candidates can complete the Demo 101 course.  This program will impart a series of Enterprise Software Lifecycle Management certification benefits to the candidates.

The duration of Enterprise Software Lifecycle Management training is 6 weeks and candidates can study the course at their own pace.

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6 Weeks
Beginner
Free
Skills Covered:
Software management
Big Data Hadoop and Spark Basics

Offered by

IBM via Edx
Certificate

Big Data, Hadoop, and Spark Basics

Business organizations now need expert big data professionals to understand customer behaviour out of the complex and unstructured data of pictures, posts, tweets, audio files, videos and satellite images. Edx here presents you with a foundational course to get started with big data and climb up the ladder of a career in the industry. Big Data, Hadoop, and Spark Basics is an introductory computer science course that provides an introductory understanding of big data and its tools. 

Big Data, Hadoop, and Spark Basics Certification, provided by edX, is a beginner-level programme offered by IBM. The online programmes will explore big data processing tools such as Apache SparkHive and Hadoop. Big Data, Hadoop, and Spark Basics Certification by IBM is a 6-week long programme that demands 2-3 hours per week from the learners to devote. The self-paced programme is a free certification programme that can be upgraded to the fullest mode by paying the fee. 

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6 Weeks
Beginner
Free
Skills Covered:
Knowledge of Big Data Knowledge of Apache Spark
Human Computer Interaction IV Evaluation Agile Methods and Beyond

Offered by

Certificate

Human Computer Interaction IV: Evaluation, Agile Methods and Beyond

The Human-Computer Interaction IV: Evaluation, Agile Methods, and Beyond certification by edX will help the students to understand the basic design of life’s cycle for taking up ideas related to interfaces and prototyping them quickly, and also evaluating them with the help of real users. 

The course in descriptive details takes through the last nine chapters on CS6750. Along with providing revision the Human-Computer Interaction IV: Evaluation, Agile Methods, and Beyond Training will be teaching students new topics namely- qualitative evaluation, Post-hoc interviews, and others. In the certification Course, heuristic evaluation done by the students will be enabling them to evaluate the designs more graphically and vividly. The registered students will be learning about the human-computer interactions that pertain to modern software advancements and innovations. 

The candidates under Human-Computer Interaction IV: Evaluation, Agile Methods, and Beyond Online course will work on modern technologies and rapid feedback mechanisms during the course. The students will have the chance to get exposed to new research papers in HCL and cybersecurity. The candidates may choose any one of the tracks available to learn the course, one is the verified track and the other is the audit track. Both the tracks are self-paced but during the audit period, the course can be accessed only for a limited period. Whereas during the verified track, the course is open to be accessed for an unlimited period.

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6 Weeks
Beginner
Free
Skills Covered:
Knowledge of computer application
Agile Software Development

Offered by

Certificate

Agile Software Development

The Agile Software Development course by edX is a six-week course offered by ETH Zurich, one of the leading international universities for technology and natural sciences. This computer science course teaches the fundamentals of agile concepts, benefits, ideas, and limitations of the IT industry.

This course is split into six parts that hold an objective view of agile methods. Students can pick up on software skills that are relevant to the industry. This Agile Software Development online course offers a holistic approach to learning, from assessments to practices. Some of the topics touched upon including Agile Manifesto, Scrum roles, burndown charts, and few method-specific principles.

Mr Bertrand Meyer from the Politecnico di Milano and Innopolis University instructs the course. Formerly from ETH Zurich, he is also the Chief Architect at Eiffel Software. Learners can choose to learn at their own pace with the pre-recorded videos included in the Agile Software Development syllabus. Additionally, a verified certificate will be available to students who pay the necessary fee.

...Read More
6 Weeks
Beginner
Free
Skills Covered:
Software development skills
Human-Computer Interaction IV Evaluation Agile Methods and Beyond

Offered by

Certificate

Human-Computer Interaction IV: Evaluation, Agile Methods & Beyond

The ‘Human-Computer Interaction IV: Evaluation, Agile Methods & Beyond’ online certification course is offered for the students to get a comprehensive understanding of the design-life cycle, ideation process, prototype creation, and most importantly the final step of evaluation with the modern background.  This course focuses on delivering the students valuable insights on three kinds of methods such as qualitative, quantitative, and agile strategies for evaluating the prototypes of the interface.

This online course is provided by Edx and the curriculum is developed by the Georgia Institute of Technology. The course classes are scheduled for a period of six weeks and the students are required to spend a minimum of five to six hours per week to complete the program. The students in this self-paced online training course are led by the instructor David Joyner, a senior research associate at the College of Computing at the Georgia Institute of Technology.

The ‘Human-Computer Interaction IV: Evaluation, Agile Methods & Beyond’ online training will help the students receive a course certificate after completing the course of study and assessments and if they enrol in the self-paced programme by paying the course fee. For free, they can get access only for a limited period. 

...Read More
6 Weeks
Beginner
Free
Skills Covered:
Knowledge of engineering Designing skills Design thinking Programming skills

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