Page 24 - Best Online IT Software Courses & Certifications 2025

Offered by

CU Denver via Coursera

Certificate

Database Management Essentials

In the Database Management, Essentials course candidates can create relational databases, create entity relationship diagrams (ERDs) to construct databases, analyse excessive redundancy table designs and write SQL statements to extract information to fulfill demands for business reporting. Candidates can use either MySQL/ PostgreSQL/ Oracle to execute SQL statements and a database diagramming method like ER Assistant or Visual Paradigm to build ERDs as they improve these skills.

Database Management Basics provides the basis for a career in data warehousing, the creation of databases, business intelligence, as well as for the entire specialisation in Data Warehousing for Business Intelligence. The Database Management Essentials course has been built in a way to provide a shared base for students of specialisation. Anyone taking this particular course will be able to jump right in with writing SQL statements in MySQL/ PostgreSQL/ Oracle. The Database Management Essentials course is the first one of the 5 courses in Data Warehousing for Business Intelligence Specialisation. This specialisation encompasses skills in data architecture that are increasingly important in a wide variety of fields of technology.

12 Weeks

Intermediate

₹ 3,369

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Skills Covered:

Database Management SQL knowledge

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Introduction to Database Systems

Numerous e-government solutions and digital services use database systems to organize data better. The Introduction to Database Systems certification by Swayam deep dives into financial systems and the current business models that rely on database systems for operational efficiency. It also covers how these systems have impacted management in the organization.

The Introduction to Database Systems certification syllabus touches upon key technical topics like SQL module, ER model module, a transaction processing module, regular forms module, query processing module, indexes module, and the like. Besides theory, the course also deep dives into practical principles, including the design and use of database systems. For the hands-on part, the course uses database management systems and SQL standards.

Furthermore, the Introduction to Database Systems online course is taught by an experienced faculty from IIT Madras, Prof. Sreenivasa Kumar. The course is excellent for students in the field of computer science, engineering, programming, and systems.

12 Weeks

₹ Free

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Skills Covered:

Database knowledge

Offered by

Anna University, Chennai via Swayam

Certificate

Data Base Management Systems

The goal of Data Base Management Systems Certification is to provide a fundamental knowledge of data, data bases, how to access them, how to store them using database structures, and how to handle transactions and recover from errors.

Data Base Management Systems Classes introduce the idea of a database, which is a group of connected and saved data that can be accessed by multiple users for various reasons and manage business inventory, accounting, and filing.

A computer system's main piece of software is covered in the Data Base Management Systems Certification Syllabus. DBMS such as INGRES, ORACLE, and Sybase are commercially accessible.

All students get a Data Base Management Systems Certification by Anna University, Chennai under the Swayam Initiative by the Government of India.

12 Weeks

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Offered by

IIT Kharagpur via Swayam +1

Certificate

Deep Learning For Visual Computing

Deep Learning for Visual Computing course’s aim is to educate the student about the stratified recognition task. This is a free course that covers topics including visual computing, ResNet, PyTorch, Python, GoogleNet, and more.

Swayam Deep Learning for Visual Computing is an appropriate option for people who want to become deep learning scientists, get into research, computer vision engineer, AI research scientist, etc. Join this course to make a career as a software engineer, deep learning engineer, IT artificial intelligence intern, research scientist, computer scientist, etc.

The course type is ongoing and the length for this course is 12 weeks. There are no strict fee charges to enrol or study the Deep Learning for Visual Computing course, but for the certificate, the student needs to register and appear in an examination conducted in person at a chosen center. Regular assessments and one-on-one doubt clearing sessions are held by IIT-affiliated teachers.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Python Knowledge of deep learning

Offered by

IIT Ropar (IIT-RPR) via Swayam +1

Certificate

Deep learning

Over the past few years, Deep Learning has received a lot of attention due to its wide-ranging applications in data analytics, natural language processing, and computer vision. Many professionals who are well versed in deep learning technologies have been employed by leading companies like Google, IBM, Facebook, Microsoft, and Twitter. In this Deep learning – IIT Ropar online training, you will get familiar with the building blocks of deep learning algorithms and solutions.

The Deep Learning – IIT Ropar course syllabus places a particular emphasis on neural network topics like attention mechanisms, convolutional neural networks, feed-forward neural networks, and recurrent neural networks. Various deep learning optimisation algorithms such as Nesterov Accelerated Gradient Descent, Gradient descent, Adam, AdaGrad, and RMSProp are also covered. Learning these algorithms and methods will help effectively train deep neural networks.

After completing all the lectures and assignments of the Deep Learning – IIT Ropar programme, you’ll have a robust grasp of deep learning architectures, which you can employ to carry out various computer vision and Natural Language Processing tasks. You can also test your understanding by applying for the final proctored exam. Passing this test will also grant you a certificate by Swayam, which can be used to display your skills and get lucrative jobs.

12 Weeks

₹ Free

Compare

Skills Covered:

Knowledge of deep learning

Offered by

IIT Kharagpur via Swayam +1

Certificate

Deep Learning

The availability of massive amounts of image and video data on the internet has made data interpretation and analysis a challenging affair. However, deep learning has proved to be an excellent solution to such a mammoth task. Moreover, deep learning is not only applicable to data analysis but also computer vision and natural language processing tasks. This Deep Learning - IITKGP course will help you get familiar with the concept and its applications.

The Deep Learning - IITKGP course syllabus starts with traditional machine learning methods like multilayer perceptron and Bayesian classification. Towards the end, the course will discuss modern deep learning approaches like autoencoders and convolutional neural networks. After completion, you will have the knowledge and confidence to take on challenging, real-world problems related to data analysis and automation.

By opting for the Deep Learning - IITKGP certification course, you also get industry support from Adobe, TCS, Google, and DRDO. Moreover, the course’s scheduled nature also provides you with enough motivation to study the modules and complete the course. After every module, you can find challenging assignments, which help you gauge your understanding.

12 Weeks

₹ Free

Compare

Skills Covered:

Knowledge of deep learning

Offered by

IU Bloomington via Edx

Certificate

Digital Technology and Innovation

The programme of Digital Technology and Innovation presented by edX is a great learning opportunity for all who want to learn about the technology and processes related to it. The course offered here is a 100 per cent online programme.

The candidate should invest 8-10 each week to pursue this course. The course provided by the platform of edX is in association with Indiana University. The course on Digital Technology and Innovation is included in the micro master's programme of the edX platform. The students learning from this course curriculum can gain verified certificates after paying a fee as per the rules of the platform. This instructor-paced course can be pursued either in paid or in free mode. In the paid mode, the candidates will have unlimited access and a certificate of completion whereas in the free mode, they will have access only for a limited duration.

This course helps and prepares the learners to develop the skills which are required for both business and technology. The students can learn about the techniques of how to adopt, manage and implement as well as diffuse the area of technology and business. This course will create an environment for learners where they can think about business and technology homogeneously.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Cyber Security

Offered by

DAVV via Swayam

Certificate

Computer Networks

The Computer Networks online course details the basic concepts of computer networks. It deals with concepts line- the role of seven OSI layer, uses of computer network, advanced networking, protocols, network standards, mobile phone networks, and other topics pertaining to mobile networking.

At the end of the programme on Computer Networks by Swayam the students will thus have their fundamental concepts in computer networks cleared and also enhanced. Since the course type is modeled as elective it will be helping the students learn skills at the undergraduate level. The online certification course will thus be emphasizing more on the subject of computer science and engineering.

The course will be recognised by the government of India and will be conducted under the aegis of the HRD Ministry. After completing the programme the students will learn about audio input and output. They will also become efficient more in the provision of network hardware systems.

12 Weeks

₹ Free

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Skills Covered:

Computer skills

Offered by

IIM Shillong

Certificate

Certificate Course in Data Science

Imparted by IIM Shillong, the Certificate course in Data Science programme has been developed with the objective of training aspiring data scientists and helping them make a career in this field. Now, what is Data Science? Data Science is basically an interdisciplinary field that utilises algorithms, systems, processes, and scientific methods to extract insights and knowledge from unstructured and structured data. The stream of data science is related to big data, machine learning, and data science.

Why is Data Science one of the most preferred fields? Since, Data is something around which the world is revolving and is an indispensable part of the industry, several aspiring students are planning to make a career as Data Scientist. Crafted with utmost finesse and expertise by the industry experts, this online certificate course in Data Science from IIM Shillong has ensured that the vast course is easily covered within a span of 3 months. While undergoing this 140+ hours of intensive learning, the candidates gain exposure to handle toolboxes that data scientists need today.

12 Weeks

₹ 60,000

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Skills Covered:

Tableau knowledge R Programming Statistical skills Knowledge of Apache Spark

Offered by

Jigsaw Academy

Certificate

Data Science Bootcamp Certification Course

Globally, organisations and businesses have integrated data as an inseparable part of their business operations and processes. To become globally competitive, organisations are leveraging high volumes of data to augment their sustainability, productivity, and profitability. and has become highly significant. Data Science and analytics have assumed great significance by assisting the decision-makers and business leaders to understand, manage and utilise their data more effectively. Data scientists are one of the most sought-after professionals in today’s digital era, where data is increasingly becoming part of the minutest process of any business organisation.

The Data Science Bootcamp Certification Course by Jigsaw Academy has been specially designed for data science enthusiasts, freshers, and students who aspire to launch their career as data scientists, by building the right mindset, skills, and network. The Bootcamp is of over 12-weekend duration coupled with in-person instructions and real-world project experience with the Capstone Project.

12 Weeks

₹ 90,000

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Skills Covered:

SQL knowledge Tableau knowledge Knowledge of Python R Programming

Offered by

Monash University, Melbourne via Futurelearn

Certificate

Data Science: Data-Driven Decision Making

In the Data Science: Data-Driven Decision Making course, you will engage in practical programming in R language to learn the procedure of harvesting, tidying, and wrangling data. Through the Data Science certificate course, you will also learn how to apply statistical models to simulate complicated functions that solve a wide range of problems.

Moreover, the Data Science course by FutureLearn is offered by Monash University of Melbourne, Australia. In the Data Science: Data-Driven Decision Making certification course , you will learn to establish useful data visualisations for decision-making, and conveying your messages to other people by utilising the grammar of graphics and principles of cognitive perception.

The Data Science: Data-Driven Decision Making microcredential complies with the standards of ‘Common Microcredential Framework’. Thus, you will learn how valuable data is when it becomes the basis to act or make an important decision in the real world.

Besides, the Data Science: Data-Driven Decision Making online certificate course will inform you about the imperative legal, organisational, and ethical issues of data management and collection as well.

12 Weeks

₹ 1,11,424

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Skills Covered:

R Programming Data science knowledge Data Wrangling Knowledge of Data Visualization

Offered by

MIT Cambridge via Edx

Certificate

Collaborative Data Science for Healthcare

Traditionally, research has been viewed as a purely academic undertaking, especially in resource-limited healthcare systems. Not all countries can afford clinical trials. As such, the findings and results of studies conducted in the United States and other Western and developed countries are generalised. The Collaborative Data Science for Healthcare course shines a light on why there is a need for localised research.

The Collaborative Data Science for Healthcare programme aims to position research and data at the centre of all healthcare operations. It is an introduction and a survey of all the data science tools that are used in healthcare. The Collaborative Data Science for Healthcare syllabus includes numerous exercises and hands-on workshops to highlight the significance of a multi-disciplinary approach to data science in healthcare.

Ideally, clinicians and engineers/computer scientists should take the Collaborative Data Science for Healthcare course together, as a team. This Collaborative Data Science for Healthcare classes on data analysis is brought to you by members of the MIT Critical Data team and is a 12-week long free online course. This self-paced programme can be taken either in the paid mode or in the free audit mode. The paid mode will provide unlimited access to the course as well as a certificate of completion whereas the free audit mode will give access only for a limited duration.

12 Weeks

Expert

₹ Free

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Skills Covered:

Machine learning Data science knowledge Knowledge of Artificial Intelligence

Offered by

IIM Kozhikode via Emeritus

Certificate

Certificate Programme in Data Science

As you know, data is at the centre of every successful organisation. It can even be referred to as the ‘heart’ of a company. Thus, the role of data professionals is pivotal to the growth and business decisions taken by any organisation. And the Certificate Programme in Data Science by Eruditus will teach you analytical techniques to treat data and solve business problems.

Besides, according to the World Economic Forum, skills will become much more crucial than job titles by 2022. This means it is critical to upskill yourself and learn some in-demand skills. Moreover, the Certificate Programme in Data Science online programme follows a self-paced format to help you learn with convenience.

The Certificate Programme in Data Science curriculum will outline the essence of data, the processes involved in a data cycle, descriptive, predictive and prescriptive analysis, and more. The Certificate Programme in Data Science classes will contain the combination of live webinars and video lessons. What’s more, you can receive a completion certificate for the Data Science online course from one of the best B-schools in India.

12 Weeks

₹ 71,750

Compare

Skills Covered:

Data science knowledge

Offered by

NYC Data Science Academy

Certificate

Data Science and Machine Learning

The Data Science and Machine Learning training course is a 400-hour Data Science with Machine Learning Bootcamp. It has been designed to equip you with skills for machine learning and data analytics. This is the best-rated Bootcamp in the United States. The programme will prepare you for a career in data science by imparting knowledge of the industry tools and skills to apply them to real-world applications.

Furthermore, the Data Science and Machine Learning is an industry-oriented course curated with the help and advice of business experts and leaders in the data science field. The course curriculum is rich and touches upon both R and Python for data visualisation and analytics. You will also get to work on four application-based projects, including a capstone project, along with the theory classes.

You can opt for the in-person, remote live learning mode or the interactive distance learning mode. In addition, towards the end of the Data Science and Machine Learning online program, you will benefit from career services that include one-on-one resume reviews, interview preparation and networking opportunities.

12 Weeks

$ 17,600

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Skills Covered:

Knowledge of deep learning R Programming Knowledge of Python Machine learning Data science knowledge

Offered by

IIT Ropar (IIT-RPR)

Certificate

Data Science L3 Program

The Data Science L3 programme is a 12-week course. It has been designed keeping in mind the rising popularity of data science tools and technologies. You will explore concepts like data wrangling and AI and ML engineering stack and take a deep dive into data science through the course.

The classes for the Data Science course will be conducted online. The expert faculty of IIT Ropar will instruct you. Additionally, you will be guided by experienced industry practitioners in the Artificial Intelligence (AI) and Machine Learning industry. The course will cover topics from data science algorithms and analysis to programming and processing.

Upon completing the Data Science online programme, you will be awarded a certificate. Moreover, you will be adept in the use of data science in your professional life. Throughout the course, there will be assignments to ensure maximum knowledge retention.

Moreover, you will receive placement assistance from IIT Ropar to kick-start your career in Data Science. After all, there is much scope in this field as high-level digitisation is increasing.

12 Weeks

Compare

Skills Covered:

Machine learning Knowledge of deep learning Data Wrangling

Offered by

Digital Vidya

Certificate

Cyber Security Course

The Digital Vidya Cyber Security Course houses all the necessary cybersecurity lessons to help you become an experienced professional. The course curriculum consists of critical cybersecurity lessons. These include the cybersecurity basics, terminologies, email security, WLAN security, CMS security, VAPT, reverse engineering, cryptography, and stenography. The course covers every key concept, from the basics to cybersecurity’s deepest valleys, to help you master its implementation.

The Cyber Security Training Course by Digital Vidya is an affordable, self-paced training module, which consists of pre-recorded videos, crafted by renowned cybersecurity experts. The course features actionable tips, practical implementations, specialized guides, and over 40 hours of live online classes, to help you learn cybersecurity’s real-world insights.

Moreover, the Cyber Security Course online course provides high-value assignments, where you will engage in collaborative learning for better understanding. You will gain awareness about the cybersecurity industry, get trained by top professionals, and showcase your enhanced skills with proper certification. Upon satisfactory completion, you will receive the Cybersecurity live Course completion certificate.

12 Weeks

₹ 29,990

Compare

Skills Covered:

Knowledge of Cyber Security

Offered by

Uttarakhand Open University (UOU) via Swayam

Certificate

Introduction to Cyber Security

The course introduction to cyber security is offered by the Swayam platform under the guidance of MHRD [Ministry of Human Resource Development]. The duration for this course is 12 weeks and it is of undergraduate level. The introduction to cyber security training course offered here is a government-certified course and is free of cost. The enrolled candidate can achieve certification by paying a certain fixed amount according to the guidelines of the Swayam platform.

The category of students who can enroll themselves for this introduction to cyber security certification course in computer science and engineering students. All the students who are interested in taking this course can avail the course material, videos, references, and guidance of the instructor online only.

This course is highly recommended for students who are involved in computer science and engineering. This introduction to cyber security classes course is free of cost and is a government-certified course which makes this course easily accessible to different sections of society as well as unique and beneficial.

12 Weeks

Compare

Skills Covered:

Knowledge of Cyber Security

Offered by

The Open University, Milton Keynes via Futurelearn

Certificate

Cyber Security Operations (Cisco)

FUTURE LEARN’s Cyber Security Operations (Cisco) programme will provide uses with extensive knowledge of cyber-attacks kills and cyber-crimes, how to prevent them, how to react to them, and all the different technologies used for cyber-crime. This micro-credential course will enable candidates to understand how to respond to recent, imminent, or active cyber threats like an industry professional.

Candidates will take a look at how to resolve attacks and perform a legal investigation of any potential cybercrime. Cisco is the worldwide leader in the IT and the networking industry. Therefore, this Cyber Security Operations (Cisco) programme will be highly beneficial for candidates who want to have a lucrative career in this domain.

Furthermore, the candidates will receive a certificate of Cyber Security Operations (Cisco) training from the Cisco networking academy, after qualifying the term-end assessment. Those who score 75% or more on the assessment’s first attempt will receive a discount on the Cisco Associate Cyber Security Operations Test. Qualifying the test will also grant candidates 15 UK credits, offered by the Open University at the Postgraduate level. These are highly useful for further qualifications such as a Diploma or a Bachelor’s Degree, at the Open University or other educational institutions.

12 Weeks

₹ 72,499

Compare

Skills Covered:

Knowledge of Cyber Security

Offered by

DAVV via Swayam

Certificate

Information Security and Cyber Forensics

The course has been structured purposefully to help the applicants with comprehensive knowledge in the domain of cyber security. In the Information Security and Cyber Forensics programme by Swayam awareness will be created so that the emerging domain of cyber security can be approached from a more professional point of view. The Information Security and Cyber Forensics certification course will be focusing on the topic of- information security, computer risks, security threats, data security, digital forensic, backup process, mobile forensics, and the laws pertaining to cyber science. The Information Security and Cyber Forensics certification syllabus will be covered over a span of twelve weeks on the e-platform. Upon completing the programme the students will have their skills enhanced on the various information systems and the security issues related to it. The applicants will thus have their skills improved on preventing any possible cybercrime and malpractice.

12 Weeks

₹ Free

Compare

Skills Covered:

Knowledge of Cyber Security

Offered by

IIT Kharagpur via Swayam

Certificate

Cryptography and Network Security

The Cryptography and Network Security Certification Course offered by Swayam and the Indian Institute of Kharagpur aims to introduce the aspirants to areas of cryptography and cryptanalysis. This programme develops a basic understanding of the algorithms used to protect users online and to understand some of the design choices behind these algorithms. Swayam’s goal is to create a workable knowledge of the mathematics used in cryptology in this course. A huge variety of basic cryptographic primitives will be discussed during the tenure along with functional encryption, recent developments in some advanced topics like identity-based encryption, bitcoin and crypto-currency, and so on.

The Cryptography and Network Security Online Course, by Swayam, is very helpful in understanding challenges for cybersecurity that includes mobile security, cloud security, endpoint security, network security and data security. This course demands no specific qualification or educational background to learn the concepts of cryptography and network security. The course is free to enroll in and learn from. The programme instructor will be Prof. Sourav Mukhopadhyay from IIT Kharagpur. There will be industry support from Dubai (UAE), DRDO, SAG, Stratign FZE, WESSE, NTRO and ISRO available for the students. The course certification comes with the candidate's name, photograph and score in the final exam with the breakup.

12 Weeks

₹ Free

Compare

Skills Covered:

Knowledge of Cryptography

Offered by

Skill Lync

Certificate

Introduction to Automotive Cybersecurity and Vehicle Networks

The Introduction to Automotive Cybersecurity and Vehicle Networks Certification Course is a 12 weeks long course that explores the recent trends of automotive cybersecurity practices and their greater scope. The course offered on the Skill-Lync platform aims at those interested in the field of the automotive engineering industry.

Through the Introduction to Automotive Cybersecurity and Vehicle Networks Online Course, learners will be introduced to the fundamentals of in-vehicle network systems along with the specifications of one of the most important automotive technologies in the current world, the CAN bus.

The Introduction to Automotive Cybersecurity and Vehicle Networks Live Course will be delivered by subject experts through video lectures, technical projects, and weekly challenges. After completion of this online course, learners will get a certificate of completion.

12 Weeks

₹ 40,000

Compare

Skills Covered:

Knowledge of Cyber Security Knowledge of engineering

Offered by

IIT Kharagpur via Swayam +1

Certificate

Hardware Security

12 Weeks

₹ Free

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Offered by

IIIT Hyderabad via Swayam

Certificate

Online Privacy

The Online Privacy certification course is a 12-week elective programme which is online. This course is the responsibility of professor Ponnurangam Kumaraguru. IIT Madras, Swayam, and NPTEL have jointly taken up responsibility or offering a certificate jointly to all those who fulfil all the criteria related to it.

The Online Privacy training will help in understanding online privacy from an international perspective. The use of social media platforms like Twitter, Facebook, and other messaging services like Telegram and Whatsapp has risen over the years. The lack of understanding the privacy over the years for these platforms has given rise to privacy attacks in the online world both nationally and internationally. Hence this course is ideal for learning about different perspectives like cultural, psychological, and theoretical aspects of online privacy.

12 Weeks

₹ Free

Compare

Skills Covered:

Knowledge of Cyber Security

Cyber Security Tools Techniques and Counter Measures

Offered by

BAOU Ahmedabad via Swayam

Certificate

Cyber Security Tools Techniques and Counter Measures

The Cyber Security Tools Techniques and Counter Measures Certification seeks to provide a foundational platform for cyber security aspirants by offering Cyber Security Awareness that improves the chances of spotting a scam or attack before it is fully implemented, minimising resource damage, and guaranteeing the protection of information technology assets through Cyber Security Tools Techniques and Counter Measures Classes.

All cyber security landscapes are covered both conceptually and practically in the Cyber Security Tools Techniques and Counter Measures Certification Syllabus. Cyberspace is the collective term for the interconnected system of information technology elements that serves as the foundation for many of the current communications technologies.

All students get a Cyber Security Tools Techniques and Counter Measures Certification by Dr. Babasaheb Ambedkar Open University (BAOU), Ahmedabad under the Swayam Initiative by the Government of India.

12 Weeks

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Offered by

SPPU (UNIPUNE) via Swayam

Certificate

Cyber Crime Administration

A brief introduction to Cyber Crime Administration Certification describes how cyber security protects us from hackers, cybercriminals, and other fraudsters.

With these Cyber Crime Administration Classes, you'll study the fundamentals and cutting-edge knowledge of cyber security, in terms of both management issues and technological aspects.

The Cyber Crime Administration Certification Syllabus covers important subjects like the necessity for cyber security and cyber crime prevention techniques, as well as legal protection issues, the best security precautions, and what you can do on your own to be more secure online.

All students get a Cyber Crime Administration Certification by Savitribai Phule Pune University under the Swayam Initiative by the Government of India.

12 Weeks

₹ Free

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Offered by

Columbia University, New York via Edx

Certificate

Machine Learning

Machine learning certification course by edX primary stage starts from the core development of computer programs that can acquire data and use it to learn for themselves. The course served by edx will guide the candidate through various topics that include, matrix factorization, classification and regression, topic modelling, sequential models, clustering methods, and model selection. In the first half of the course, we will cover guided learning techniques for regression and classification.

We will explore several fundamental methods which will be essential for performing this task and optimizing it with algorithms. In the second half of the Machine learning training course, we will shift to unguided learning techniques, where the end output will be more unpredictable based on a corresponding input. Any student or professional with knowledge of undergraduate probability, statistics, linear algebra, calculus, probability, and statistical concepts can enroll in this course. The course has a tenure of 12 weeks, where only 8-10 hours per week can push the candidate towards excellence. Under the guidance of ColumbiaX (Columbia University) after successful completion, every student will get a verified certificate with the institution's logo. Also Read: Machine Learning Practical Applications.

12 Weeks

₹ Free

Compare

Skills Covered:

Machine learning

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Introduction to Machine Learning

Candidates looking for an undergraduate or postgraduate course in machine learning should enroll in the Introduction to Machine Learning program. It is an elective twelve-week course in the field of computer science and engineering, programming, artificial intelligence, and data science. A collaboration of IIT Madras and NPTEL, this course is an initiative by the Ministry of Education, Government of India, and is available on the learning platform Swayam.

Introduction to Machine Learning certification will be taught by professor Balaraman Ravindran. The syllabus includes various topics from the data-driven disciplines such as machine learning and analytics. Candidates will be introduced to different learning paradigms and some popular algorithms and architectures used in these paradigms.

Introduction to Machine Learning is an online free audit course that offers an e-certificate for interested participants. Candidates will attend the online lectures, and submit assignments periodically. There is also an optional offline examination for participants who want to achieve certification.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Algorithms Machine learning Data science knowledge

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Reinforcement Learning

The Reinforcement Learning program focuses on studying the mathematical grounds of reinforcement learning- a psychological phenomenon. Students will explore such concepts and view this learning paradigm in light of AI, research, and psychology. Through this AICTE approved course, learners can avail a verified certificate that validates their newly acquired expertise and acquired skills.

Spread across 12 weeks, the Reinforcement Learning certification syllabus is replete with learning modules, books, and research references. Students may proceed to the next module after completing the previous week’s topics. The curriculum highlights bandit algorithms, function approximation, hierarchical RL, and much more. It is an elective course based on AI, data science, and computer engineering.

The Reinforcement Learning online course is developed by IIT Madras. Professor Balaraman Ravindran from the institute instructs the study. For the certification, students need to write a proctored examination after completing the course and assignments. This certificate will carry logos of IIT Madras and NPTEL, which is verifiable on NPTEL’s website.

12 Weeks

₹ Free

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Skills Covered:

Mathematical skill Programming skills

Offered by

Skill Lync

Certificate

Machine Learning Fundamentals in Depth

12 Weeks

₹ 40,000

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Offered by

IGNOU via Swayam

Certificate

Web Content Management

The Web Content Management programme by Swayam is a postgraduate, elective course for the Master of the Library and Information Sciences (MLIS). The course aims to develop the basics of content development, teach the usage of tools for e-publication, virtual reality, and content development. It also talks about CMS applications Drupal and Joomla, and the e-learning platform Moodle.

The Web Content Management online course curriculum includes topics such as web hosting, managing multimedia content, screencasting tools and techniques, introduction to Moodle, and more. Prof Uma Kanjilal will deliver the course. She has more than 30 years of teaching experience in IGNOU and was a Fulbright scholar at the University of Illinois, Urbana Champaign, USA.

However, if you wish to acquire the certificate, you will have to take certification exams for which you have to register separately on Swayam’s official website. The course will continue over a period of 12 weeks.

12 Weeks

Compare

Skills Covered:

Content Management skills

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