NPTEL Courses & Certifications 2026

Offered by

IIT Guwahati (IITG) via Swayam +1

Certificate

Introduction to Cognitive Psychology

The Introduction to Cognitive Psychology programme by Swayam, and IIT Guwahati attempts to explain the fundamental cognitive processes which guide human behaviour. This course will impart enough knowledge to allow undergraduate, postgraduate, and Ph.D. students to tackle everyday problems and attain optimal solutions.

The Introduction to Cognitive Psychology training is a Humanities and Social Sciences course which is spread over 12 weeks. This program is offered by IIT Guwahati, and it is an AICTE approved FDP course. In this course, students will learn essential topics such as object perception and recognition, long-term memory, reasoning, decision making, problem-solving, and human language skills.

Additionally, the Introduction to Cognitive Psychology certification course is taught by Prof. Naveen Kashyap, an associate professor of psychology at IIT Guwahati. He has been teaching in this institute for the past ten years and is highly knowledgeable in human cognitive processes. Moreover, students can obtain a certificate after completing this course and add it to their portfolios.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Psychology

Offered by

IIT Guwahati (IITG) via Swayam +1

Certificate

Psychology of Stress, Health and Well-being

Mental health disorders have become highly prevalent in the modern world due to the increasing stress levels and hectic lifestyles. This has resulted in an increased awareness of mental well-being and health worldwide. The Psychology of Stress, Health, and Well-Being online course aims to enhance an overall positive state by addressing mental health issues.

The Psychology of Stress, Health, and Well-Being certification course looks closely at positive and negative aspects of human behaviour. It helps you explore happiness and mindfulness theories while addressing adjustment and other health topics. This 12-week-long course is presented by the prestigious Indian Institute of Technology (IIT), Guwahati, on the provider platform of Swayam.

The Psychology of Stress, Health, and Well-Being training provides in-depth psychological insights to help you understand the mechanisms which create stress. You will also learn coping processes and implement psychology techniques to give your life meaning, satisfaction and purpose. The elective course is a Faculty Development Programme (FDP) approved by the AICTE.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Psychology

Offered by

IIT Guwahati (IITG) via Swayam +1

Certificate

Renewable Energy Engineering: Solar, Wind and Biomass Energy Systems

Renewable Energy Engineering: Solar, Wind and Biomass Energy Systems online course is an elective programme for students pursuing undergraduate and postgraduate level degrees and science and engineering professionals. This AICTE-approved, eight-week-long FDP course has no prerequisites. The training is suitable for a broad audience.

Furthermore, the Renewable Energy Engineering certification belongs to the 'chemical engineering' and 'energy and environment categories. You will learn about various energy sources and the methods through which they can be utilised. The curriculum will also help you familiarise yourself with the design and engineering aspects of non-conventional energy sources, limitations of such technologies, research trends, developments, and various other critical touchpoints.

Renewable Energy Engineering online training also involves weekly assignments to help you understand the concepts better. These assessments will help determine your final score, along with your final exam performance, to determine your eligibility for the course certificate. This programme is an IIT Guwahati curation, well-recognised by the energy industries and energy equipment manufacturing companies.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of clean energy

Offered by

IIT Kharagpur via Swayam +1

Certificate

Commodity Derivatives and Risk Management

The Commodity Derivatives and Risk Management online course is an 12-week program offered by Swayam, an initiative by the Ministry of Education, Government of India. This course also covers carbon, weather, real estate, and freight derivative contracts traded on global exchanges such as LME, CME, LBMA, DGCX, and The Baltic Exchange.

The Commodity Derivatives and Risk Management training covers various commodities such as crude oil, agricultural commodities, base metals, electricity, and precious metals. In India, the market for commodity derivatives has exploded. Since the establishment of various national level commodity exchanges such as MCX, NCDEX, and NMCE around a decade ago, the Indian derivatives markets market has seen significant growth in terms of trading volume, types of warehouse development, commodities contracts traded, and substantial changes to commodity trading.

The Commodity Derivatives and Risk Management syllabus covers fundamental topics including seasonality, value-at-risk based margin calculation, minimum variance hedge ratio, commodities index construction, basis risk, pricing, and valuation of financial derivatives.

12 Weeks

₹ Free

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Skills Covered:

Financial knowledge Financial Management

Offered by

IIT Kharagpur via Swayam +1

Certificate

Safety and Risk Analytics

12 Weeks

₹ Free

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Offered by

IIT Kharagpur via Swayam +1

Certificate

Introduction to Basic Spoken Sanskrit and Intermediate Level of Spoken Sanskrit

The Introduction to Basic Spoken Sanskrit and Intermediate Level of Spoken Sanskrit training is a 12-week course, formed by IIT Kharagpur with Prof Anuradha Choudry as the instructor. Granting e-verifiable certificates to eligible students, the curriculum is focused on applicants from varying science, humanities, social sciences, computer sciences, and technology backgrounds.

In the first part of the Introduction to Basic Spoken Sanskrit and Intermediate Level of Spoken Sanskrit certification syllabus, candidates will learn about language formation fundamentals, use, and structure of sounds, words, along with some verbs and tenses. The second section deals with detailed grammatical structures, including different verb groups conjugated in varying endings. The program includes several verses to understand the Sanskrit language’s applications.

In the Introduction to Basic Spoken Sanskrit and Intermediate Level of Spoken Sanskrit program, candidates will also study various scholars worldwide and their perspectives about why Sanskrit is a brilliant language. After completion, candidates will master the understanding of Sanskrit, appreciate the language and apply it in daily life.

12 Weeks

₹ Free

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Skills Covered:

Language skills

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Intellectual Property

The Intellectual Property by Swayam program on Intellectual Property is a substantive course formulated for students across a diverse field. The online certification program will be providing a brief overview of the “intellectual property” landscape in the Indian subcontinent. The Intellectual Property training will also make the applicants aware of the role of intellectual property in the modern intangible economy.

The Intellectual Property certification can be offered as a generic elective subject under the Choices that are being provided under the based credit system in affiliated colleges and universities as suggested by UGC. The Intellectual Property certification syllabus will be covered over a period of twelve weeks.

The topics that will be covered are- Trademark, Government's role in fostering IP, Enforcement of IP—protecting your rights and other topics related directly or indirectly to intellectual property rights. Hence after completing the Intellectual Property online course the students will learn to formulate and strategies policies to deal with the issues pertaining to intellectual properties.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of law

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Globalization: Theoretical Perspectives

The Globalization: Theoretical Perspectives certification course offers the candidates learning on different social theories on globalization. The course provides extensive learning to illustrate the engagement with the process of globalization and the subsequent outcomes. All the theories have been well explained by using certain examples.

The course also includes assignments, quizzes, discussion forums, and studies for students to have a better learning course. The candidates will also learn about the examples and how it varies across different globalization. Certain specific themes have been covered in the course for finding out the engagement in the Indian society.

The Globalization: Theoretical Perspectives online course also has a certificate, which is awarded if the candidates take the end term exam. The end-term exam involves all the learning in every module. This course also prepares the participants for future industry exposure. The candidates will also learn about the different levels of globalization and how we categorize them.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Sociology

Offered by

IIT Guwahati (IITG) via Swayam +1

Certificate

Sociological Perspectives on Modernity

Sociological Perspectives on Modernity Certification gives the candidates a brief introduction to the nomenclature of this course's sociological perspectives on modernity. The way we try to engage with modernity, we also try to interrogate modernity.

Sociological Perspectives on Modernity Classes enable students to understand modernity as a socio-cultural product in specific socio-historical contexts.

All students get a Sociological Perspectives on Modernity Certification from the Indian Institute of Technology Guwahati (IIT Guwahati) under the Swayam Initiative by the Government of India.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Sociology

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Classical Sociological Theory

The ‘Classical Sociological Theory’ online training program is offered for the students to build their expertise in the field of sociology. This course helps the students develop sociological views and enables them to learn about the socio-cultural and intellectual factors that frame the foundation of sociology. This is an AICTE approved free course provided by Swayam along with the National Program for Technology Enhanced Learning(NPTEL) initiative.

The duration of this online core course is scheduled for a period of twelve weeks and the students of this program will benefit from the sociological insights. The instructor for this course is Dr. R. Santhosh, professor of sociology from the humanities and social sciences department at the Indian Institute of Technology Madras.

The ‘Classical Sociological Theory’ online course helps the participants receive a course certification with credit points at the end of the course. The learners of this course are provided with online resources and materials for better engagement with the concepts and subject matter.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of political science Knowledge of Sociology Knowledge of history

Offered by

IIT Kanpur via Swayam +1

Certificate

Applied Statistics and Econometrics

In recent years, the use of data has increased significantly in the fields of finance, economics, science, and humanities. The Applied Statistics and Econometrics online course offered by Swayam has been carefully curated by the faculty at IIT Kanpur. The program runs for 12 weeks and explores the field of statistics and moves on to the concept of linear regression and causal inference.

Furthermore, the Applied Statistics and Econometrics certification course will teach you how to perform quantitative analysis of social sciences data. The program is suitable for both undergraduate and postgraduate students, and the curriculum uses examples from various fields of social science that will benefit students from different streams.

The Applied Statistics and Econometrics certification syllabus includes tutorials, regular assignments, and software sessions to help you thoroughly understand the course material. What’s more, you can earn an e-certificate on completion by qualifying in a proctored exam after finishing the program.

12 Weeks

₹ Free

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Skills Covered:

Statistical skills Data science knowledge Knowledge of Econometrics

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Applied Time-Series Analysis

A time series refers to an ordered collection of data usually in time, an essential concept in multiple disciplines including engineering, medical, business, economics etc. As a subject, time-series has fascinated data analysts in the field of humanities, medicine, engineering, and climatology, among others. The Applied Time-Series Analysis online course by Swayam is a comprehensive programme offered by IIT Madras.

The Applied Time-Series Analysis Certification Syllabus will explore topics such as linear random processes, stationarity and ergodicity, parameter estimation methods and more. This is 12 weeks course and is targeted at students and working professionals from related fields.

The time series concept is foundational for researchers interested in the development of models from simple and multivariate data. The Applied Time-Series Analysis Certification Course is a postgraduate programme and is free to enrol students interested in the subject. After finishing the course, you can earn a certificate by qualifying for the proctored exam.

12 Weeks

₹ Free

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Skills Covered:

Statistical skills Data science knowledge

Offered by

IIT Bombay via Swayam +1

Certificate

Introduction to Stochastic Processes

Developed by IIT Bombay, the Introduction to Stochastic Processes by Swayam is an AICTE-approved Faculty Development Programme. Students will gain the necessary skills to design models and assess the effects of any event. Based on Management studies, this elective course is open for students from all disciplines.

The Introduction to Stochastic Processes certification syllabus is spread across 12 weeks. During this, students will learn Poisson processes, Continuous and Discrete Markov Chains, variance, random variables, probability, and Bayes rule. Moreover, it is provided at a postgraduate level. Book references and video lectures are also provided to help students learn effectively.

Candidates can earn the Introduction to Stochastic Processes certification by paying a nominal certification fee and appearing for the end-term certification exam conducted by Swayam. Additionally, they must complete all the 12 assignments given throughout the course duration.

Moreover, several companies across sectors use Stochastic Processes in their operations. As such, they readily employ individuals certified through the Introduction to Stochastic Processes program.

12 Weeks

₹ Free

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Skills Covered:

Statistical skills

Offered by

IIT Kharagpur via Swayam +1

Certificate

Applied Multivariate Statistical Modeling

Data analytics has changed the way organizations and businesses run today. Extracting meaningful information from massive data has become possible, which further helps in decision-making and solving practical problems. Applied Multivariate Statistical Modeling Training offered by Swayam in association with IIT Kharagpur provides a fundamental understanding of data analytics and multivariate data.

The Applied Multivariate Statistical Modeling certification course by Swayam aims to help students build their confidence in multivariate data interpretation. The online learning program will help students identify real-life problems and describe them to collect relevant data. It is a postgraduate-level course covering the core concepts of statistical modeling of multivariate data.

The Applied Multivariate Statistical Modeling Certification Syllabus includes various assignments that will help you understand and apply the skills you learn simultaneously. Moreover, the average assignment score, along with the final assessment marks, will help determine whether you will get a digital course certificate or not.

12 Weeks

₹ Free

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Skills Covered:

Statistical skills

Offered by

IIT Kharagpur via Swayam +1

Certificate

Education for Sustainable Development

Education for Sustainable Development Certification will discuss the details of Education for Sustainable Development (ESD) which is primarily based on UNESCO’s 17 sustainable development goals.

Education for Sustainable Development Classes will cover key concepts like what is sustainability, sustainable development, UNESCO sustainable development goals, and education for sustainable development.

In order to address educational challenges and create systems that are inclusive, equitable, and relevant to all, sustainable development requires political will, global and regional collaboration, and active engagement of educational institutions, civil society, youth, the corporate/private sector, and other multilateral agencies.

All students get an Education for Sustainable Development Certification from the Indian Institute of Technology Kharagpur (IIT Kharagpur) under the Swayam Initiative by the Government of India.

12 Weeks

₹ Free

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Skills Covered:

Leadership and Management Skills

Offered by

IIT Delhi via Swayam +1

Certificate

Textile Product Design and Development

An online 12-week course is needed to obtain the Textile Product Design and Development Certification. The course syllabus is written and confirmed by IIT Delhi, even if Swayam is elected to instruct the course. The institutions eligible to provide this course certificate are the Indian Institute of Technology, Delhi, and NPTEL.

Textile Product Design and Development training is offered as a textile engineering elective. R. Chattopadhyay is the instructor for this certification program.

The practical and ergonomic design facets of textile items will be the emphasis of the course on textile product design and development. Basic design principles, need/requirement analysis, a need-metric matrix, the formulation of specifications and concept generation, product architecture, the use of natural analogies, and material selection will be covered.

12 Weeks

₹ Free

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Offered by

IIT Delhi via Swayam +1

Certificate

Principles of combing, Roving preparation & Ring spinning

Principles of combing, Roving preparation & Ring spinning by Swayam will focus on three methods, such as combing, roving preparation and ring spinning, as the subject. It will look into the construction, design features and working principles of the machines. The focus would be on "know why" instead of "know how". It will clarify the role of the machine and process parameters in process efficiency. It will address the relationship between technology and the design of machines.

Through the finely formulated course format, the candidates will not only be able to attain a clear understanding of the functioning of machines and its relation with technology and design of machines but also grasp the knowledge of machine working parameters.

The course offered by Swayam provides candidates with an extraordinary opportunity to escalate their basic knowledge of machines into a professional understanding of various aspects that are responsible for the performance of a machine.

12 Weeks

₹ Free

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Skills Covered:

Mechanical knowledge

Offered by

IIT Delhi via Swayam +1

Certificate

Evaluation of Textiles Materials

The Evaluation of Textiles Materials certification course throws light on the essential steps of textile product, process and product development, research, distribution, and consumption. Evaluation of textile materials proves highly necessary during the selection of raw materials, intermediate materials, and finished products. The undergraduate level training, with an exhaustive syllabus, is free.

The Evaluation of Textiles Materials certification enables students to realize how vital the role of testing is in catering to customer requirements. On the other hand, testing plays a crucial role in the research and development processes as well. Evaluation helps in the determination of the next route.

The Evaluation of Textiles Materials training lets students understand the detection of faults in the machinery and materials. Consistent testing of textiles is a recommended procedure as it results in enhanced and efficient production output. This course is taught by Professor Apurba Das, from IIT Delhi, and has worked in the textile domain for about 11 years.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of engineering

Offered by

IIT Delhi via Swayam +1

Certificate

Textured Yarn Technology

The course deals with the aspects of the man-made or artificial fiber industry and the textile industry at large. The Textured Yarn Technology certification course imparts information regarding fundamentals of the topic, issues faced by the industry and its solutions, advantages and its limitations, etc. The program gives the option of self-paced learning to all the candidates if they are not able to complete the Textured Yarn Technology certification syllabus in 12 weeks. Candidates can take the sessions according to their own times.

The course is absolutely online and can be availed at zero cost. Candidates also get the opportunity of getting a certificate towards the end of the course which can be availed after paying the exam fees followed by an in-person exam. Candidates get to obtain study material of Textured Yarn Technology online course which is provided by the platform to all the applicants at zero cost. Candidates need not maintain any minimum attendance percentage for this course.

12 Weeks

₹ Free

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Skills Covered:

Manufacturing knowledge

Offered by

IIT Delhi via Swayam +1

Certificate

Theory of Yarn Structure

This online session on Theory of Yarn Structure by Swayam will be dealing with a structured system of theoretically derived inherent laws that pertains to the properties and structures of yarns. The course of the Theory of Yarn Structure training has been divided into a number of modules and each of these modules will be covering details of the - terminologies, definitions, and fundamental relations that will help them to secure the fundamental knowledge and clear their basic concepts. The Theory of Yarn Structure certification syllabus over the period of twelve weeks will be covering the key principles and topics of - Relation among yarn count, twist, and diameter, Yarn shrinkage due to washing, Radial fiber migration in yarns, Mass irregularity of yarns, Helical model of fibers in yarns. The knowledge that the students will learn in the course will be helping them to secure a job in the textile industry and its applied industry.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of engineering

Offered by

IIT Delhi via Swayam +1

Certificate

Technical Textiles

The Technical Textiles is provided on the Swayam online educational platform for the undergraduate and postgraduate students of textile engineering and technology, and material sciences. This National Program for Technology Enhanced Learning free online course is developed by the Indian Institute of Technology Delhi. The course is a study about the details of technicalities associated with the textile industry and to understand the characteristics and functional properties of textile materials and their implementation.

This faculty development program belonging to the field of textile engineering is a core course organized by the IIT Delhi for twelve weeks. The course educator to guide the students through the course is Prof Apurba Das, from the department of textile technology in IIT Delhi. The course is approved by the All India Council for Technical Education and helps the students acquire three-course credits and a course completion certificate that consists of the logos of NPTEL and IIT Delhi representing their recognition of the ‘Technical Textiles’ online training.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of engineering Knowledge of fashion industry

Offered by

IIT Kharagpur via Swayam +1

Certificate

Aspects Of Biochemical Engineering

Biochemical reaction engineering mostly deals with complicated life systems, when compared to chemical reaction engineering. The fundamental essence of biochemical engineering is to describe any life system’s behavior in mathematical form. The Aspects of Biochemical Engineering online course, in a real sense, is an interdisciplinary program since it involves topics from biology, physics, chemistry, technology, and mathematics.

The Aspects of Biochemical Engineering certification syllabus comprises topics like sophisticated advanced control systems and transport processes, along with physics, conventional biology, and mathematics. It also involves the production of biomolecules in two different ways: microbial cells or enzymes.

The Aspects of Biochemical Engineering certification course caters to all the aspects of the subject mentioned above. By undergoing this course, you will be able to differentiate between biochemical reaction engineering and conventional chemical reaction engineering. It also helps you develop the expertise needed to design biochemical processes that is an in-demand skill.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of engineering

Offered by

IIT Kharagpur via Swayam +1

Certificate

Blockchain and its Applications

The Blockchain and its Applications certification course is offered using an online model by Swayam. The course is given complete support by the Indian Institute of Technology, Kharagpur, and NPTEL. The 2 professors Sandip Chakraborty, and Shamik Sural are in charge of teaching the programme.

The Blockchain and its Applications training course have been of recent interest amongst organisations that include enterprises, governments, and different academics as this provides a tamper-proof solution to establish an interconnection between the different stakeholders. This online training programme in blockchain provides different kinds of tutorials in the application of these techniques including Ethereum, and one permission.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Blockchain

Offered by

IIT Kharagpur via Swayam +1

Certificate

Analog Communication

In the Analog Communication course by Swayam, candidates will learn about the two building blocks of communication - Signals and Systems. They will understand how information is generated, how it can be transmitted to a distant user, and how the user interprets it. The information that needs to be transmitted and delivered to the user is known as a Signal.

Candidates will learn about different channels or media for transmission of signals. They will learn about the inherent imperfections of these media and how to combat and overcome them to facilitate effective communication. Also, they will learn about Noise, which is an unwanted, random signal that hinders communication.

Candidates participating in the Analog Communication programme will learn how to design systems that can filter out the noise and deliver effective communication. This is an undergraduate level programme created by IIT Kharagpur, and focuses on the engineering aspects of analog communication.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of physics

Offered by

IIT Roorkee via Swayam +1

Certificate

Management Accounting

The ‘Management Accounting’ online course is developed by the National Program for Technology Enhanced Learning (NPTEL) for the students to engage in discussions and gain valuable insights on the tools and techniques that ensure an improved decision-making process at the management level. This management studies certification course is provided by Swayam online education portal and the course modules and classes are designed to be completed in twelve weeks.

The course is conducted by sixty lectures, videos, and several other online exercises along with assessments done on a weekly basis. The program instructor is Dr. Anil K. Sharma, a finance and accounting professor from the department of management studies at the Indian Institute of Technology (IIT) Roorkee. The ‘Management Accounting’ online certification program enables students to gain a course certificate and credit points after successful completion of this core course. This program helps students gain a comprehensive understanding to gain an advantage over the competitive edge in the business market.

12 Weeks

₹ Free

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Skills Covered:

Financial knowledge Business Management Decision making skills Accounting proficiency Financial Management

Offered by

IIT Delhi via Swayam +1

Certificate

An Introduction to Artificial Intelligence

An Introduction to Artificial Intelligence certification by IIT Delhi is an FDP-approved course that runs for 12-weeks. Based on AI and Data Science, this AICTE study has been developed by the Indian Institute of Technology, Delhi. Students can learn from the video lectures and references given by the mentor of the programme.

Students will learn various concepts, philosophies, and models that fall under the An Introduction to Artificial Intelligence certification course. Per week, one learning module is assigned for the duration of the course. It comprehensively touches on algorithms, reinforcement learning, decision processes, deep learning, artificial intelligence, and Data Science.

Prof. Mausam, Associate professor of Computer Sciences at IIT Delhi and available on Swayam, instructs the course. Candidates need to pay a fee to write the certification exam. For the An Introduction to Artificial Intelligence certification, learners need to secure an average score, which is ascertained through assignments and the written test. Students shall receive an e-certificate for fulfilling the requirements.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Algorithms Knowledge of deep learning

Offered by

IIT Madras (IITM) via Swayam +1

Certificate

Artificial Intelligence Search Methods For Problem Solving

The Artificial Intelligence Search Methods For Problem Solving online course is a 12 weeks program offered by Swayam under the initiative of the Government of India. An autonomous agent should be capable of solving issues in order to behave intelligently. They should be capable of making decisions that change a given circumstance into a desired or target condition. To find the ones that work, the agent must be able to imagine the consequences of its actions. This first section of the Artificial Intelligence course covers a wide range of search strategies that agents may use to solve problems.

In the second section of the Artificial Intelligence Search Methods For Problem Solving training: Reasoning and Knowledge representation, candidates will learn how an agent may represent its domain and explain what it understands. The course provides a solid basis for artificial intelligence from which the student may develop their understanding. The third section of the Artificial Intelligence Search Methods For Problem Solving syllabus provides a somewhat different framework for problem-solving, wherein the reasoning processes and previously stated search can coexist.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of Artificial Intelligence

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

IIT Madras (IITM) via Swayam +1

Certificate

Offshore Structures Under Special Environmental Loads Including Fire Resistance

The Offshore Structures Under Special Environmental Loads Including Fire Resistance certification course is a postgraduate level of programme which deals in the offshore structures of and their behaviour under different circumstances. Candidates who get into this course will be able to learn about the behaviour of offshore structures when an earthquake occurs, analysis of methods, curved beams, chain links, etc. Candidates also get to use the MATLAB program for computing numerous environmental issues and they can use MATLAB coding to analyse the problems. The course provides full control to the students for completing the Offshore Structures Under Special Environmental Loads Including Fire Resistance certification syllabus or joining or leaving the sessions anytime.

This course is absolutely free and requires no registration process to get into the course. The Offshore Structures Under Special Environmental Loads Including Fire Resistance programme also makes certification available for the students so that they get benefited from the same. Although the certification comes at a price of the quoted amount which is given on the website, it is totally an optional choice for the students. If the candidate wants to be certified for this course he or she will have to give an offline exam. The course will be available for the students every time and the expected time to complete the course is 12 weeks. Since the Offshore Structures Under Special Environmental Loads Including Fire Resistance online course is available to the students all the time, candidates can learn from the course according to their own requirements.

12 Weeks

₹ Free

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Skills Covered:

Knowledge of engineering

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