Swayam Free Courses & Certifications

The Essentials of Data Science with R Software – 2 online course is a 12-week study that focuses on learning mechanisms of data analytics using R software. Some of the analytical tools studied include regression analysis and sampling theory. This course is an AICTE approved Faculty Development Program (FDP).

As a part of the Essentials of Data Science with R Software – 2 certification syllabus, learners will explore sampling and linear models with R software. Students will receive video lectures and book references additional support. With 12 learning modules, the topics covered include Bootstrap methodology, random sampling, and LASSO regression. 

Developed by IIT Kanpur, Professor Shalabh mentors the Essentials of Data Science with R Software – 2 training. A renowned academician, Dr. Shalabh has authored four books and 75+ research papers. Candidates need to submit assignments and write an exam for the certification. For that, they will need to pay the necessary fee.

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.

The Introduction to Robotics program is developed by IIT Kanpur. It explores the concepts and mathematical calculations that go behind building robotic manipulators. This introductory course lays a foundation in advanced topics such as AI, automation, self-driving vehicles, and much more. Concepts studied include kinematics, VAL programming, automation, trajectory planning, and vectors.

The Introduction to Robotics certification syllabus uses video lectures, book references, a final assessment to facilitate learning. Learners must be familiar with mathematics, differential equations, and matrices- all on a fundamental level. This AICTE approved course is best suited for undergraduate and postgraduate-level electrical, mechanical, and computer students. 

Engineering teachers and working professionals may also apply as this elective course is an FDP (Faculty Development Program). Candidates can opt for the Introduction to Robotics certification by securing the minimum marks as mentioned. For this, they need to complete the course, submit assignments, and write the final-term proctored test.

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.

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.

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.

The Six Sigma online course focuses on the operational and strategic issues observed in process development. Students will understand Six-sigma as a measure of quality that enables them to achieve perfection through disciplined and data-driven approaches in eliminating defects. The process proves beneficial in almost all the procedures involved in transactional, manufacturing, and services. 

Spread over twelve weeks, the Six Sigma training throws light on the systematic approach of Define, Measure, Analyse, Improve, and Control (DMAIC) for improving processes. This online course will provide students with a detailed understanding of different issues concerning each phase of DMAIC. This training also includes real-time industry examples, cases, and MINITAB software applications to offer learners practical knowledge. 

IIT Kharagpur has specifically designed the Six Sigma certification syllabus to align with the current industry standards. Thus, the course can equally satisfy both university students' and industry-experienced professionals’ needs. Students can also obtain accreditation for this AICTE approved FDP curriculum, built for postgraduate/undergraduate learners.

The Introduction to LASER certification course provides a great deal of exposure to the scientists, teachers, working engineers, or anybody interested in knowing how LASERS work. Spread over 12 weeks, this elective course is offered by Prof. M. R Shenoy, a faculty of IIT Delhi.  He joined IIT Delhi in 1988 and is known for his collaborative research on Integrated Optical Devices. 

The Introduction to LASER certification syllabus gives students deep insights into the principle functioning behind the lasers. It also deals with the issues concerned with the design and output characteristics of the Lasers along with resonator physics. 

The Introduction to LASER training is an ‘applied’ course in nature. It could be opted by students studying B.E/B.Tech (3rd/4th year)/M.Sc (2nd year)/M.Tech (1st year). Moreover, the course is approved by the AICTE as an FDP course. It mandates a sincere and regular effort on the part of the student to obtain expertise in the subject. 

The course on Fluid Dynamics for Astrophysics by Swayam provides a comprehensive overview of the concept of fluid phenomena in the subject of Astrophysics. The programme over the initial few weeks will cover the fundamentals of fluid dynamics with a special emphasis on compressible phenomena. The basic concepts hence learnt by the students will help them to understand the core concepts that pertain to astrophysics in a more comprehensive way. In the Fluid Dynamics for Astrophysics certification module, the students will elaborate cover the topics of- magnetic field, black hole accretion, solar wind power, magnetohydrodynamics and more. 

The students after completing the online certification programme will be equipped to pursue a career as a research worker in the subject of astrophysics. Thus, after completing the twelve week programme the students will learn to understand the concepts of dynamos that are used in jets. They will also learn to work with the concepts of classical mechanics.

The Electronic Theory of Solids programme by Swayam is a 12-week course that begins with a straightforward example of a two-atom solid. This course builds on this example and discusses the theory of electrons in an N-atom solid. The application to thermal and electrical properties in solids is also discussed.

The Electronic Theory of Solids training explains symmetries and how they relate to emergent electronic properties. Next, the course introduces the magnetism of solids to the students, and the origin and types of magnetic states are outlined. Students also learn about the concept of magnetic long-range order with examples.

Furthermore, the Electronic Theory of Solids certification course introduces the historical developments and basic superconductivity concepts. Students learn how to work out the BCS theory and the Cooper problem. Additionally, all successful participants of the course receive a certificate of completion to highlight their advanced skills.

The Experimental Physics II certification course throws light on the wide range of experiments in physics that form an important part of the knowledge base to be acquired by the students of engineering and science. Since there are no books available to elaborate on these experiments, we can understand why the course is highly reputed for a reason. 

The Experimental Physics II certification syllabus extensively covers all the experiments ranging from reflection, refraction, and dispersion to quantum and atomic physics. The training spans over 12 weeks and Professor Amal Kumar Das from IIT Kharagpur teach it. He has completed his Ph.D. in experimental physics and material sciences from the autonomous Institute of Physics, (IOPB) Bhubaneswar and is currently working as a faculty in the Department of Physics at IIT Kharagpur.

The Experimental Physics II training helps the students in understanding the core concepts of each of the experiments. This simplified training is made available in the form of video lectures over the NPTEL platform. Thus, the online course not only imparts knowledge but also ensures that the evaluation of the same is done in an effective manner. The course sees to that the absence of specialized teachers to simplify the subject is compensated in our country.

The Experimental Physics certification course enables students to understand and grasp all the concepts used in the experiments of mechanics, sound, magnetism, electricity, optics, quantum physics, modern physics, and solid-state physics. The course has been conveniently divided into modules that come with 30 hours of lessons each. The training is also preceded by two other courses which deal with different modules of experiments. 

Currently, the Experimental Physics III certification syllabus comprises the third module of experiments which deals with the topics of solid-state physics and modern physics. The course is spread over 12 weeks and is taught by Professor Amal Kumar Das who is currently working as a faculty in the physics department of IIT Kharagpur. Students can apply this knowledge in securing higher scores in national level exams like NET, JAM, GATE, and JEST which are conducted by UGC/CSIR, IIT, IIT, and SERB respectively.   

The Experimental Physics III training comes with a curriculum that is not only ideal for undergraduate students of physics but also mandatory for undergraduates of engineering, technology, and science. Since these students are required to deal with instruments at different points of time through their courses, this program can easily prove beneficial to them. It will enable them to understand the working principles behind several common devices in experiments.

The Group Theory Methods In Physics Training course will provide the candidate an understanding of basic group theory methods in physics within a systematic manner. The course will cover the topics like Mulliken notation, great orthogonality theorem, and character tables, root vector diagrams, conjugacy classes, and unitary groups, subgroups and generators, weight vector diagrams, and basic introduction to discrete groups, su(2), su(3). 

The Group Theory Methods In Physics Programme will be having an instructor from IIT Bombay where the course e-certificate will be provided to candidates with the logo of NPTEL and IIT Bombay. The duration will be 12 weeks with online learning.

The participants' Group Theory Methods In Physics by Swayam will provide the candidate to go in-depth knowledge of orthogonal groups and lie algebra with continuous groups, generators, Lorentz transformation and quark model, su(3) baryons, mesons, Wigner-Eckart theorem, a hydrogen atom, dynamical symmetry. The experience of the instructor will help the candidate in solving the problems in a proper manner.

The Introduction to Astrophysical Fluids program is an elective course under the discipline of Physics. This AICTE approved FDP course will be held for 12 weeks and instructed by Prof Supratik Banerjee. The course is suitable for students pursuing any advanced UG or PG degrees.

The domain discussed in the Introduction to Astrophysical Fluids certification course has been under active research for the past 70 years. Candidates will learn about magnetospheric plasmas and solar wind, and how large interstellar clouds are borne out of the astrophysical fluid expansion. The course thoroughly explains phenomena such as solar flares, sunspots, stellar winds, accretion disks, star formation, supernovae explosions, and much more.

Derived from the IIT Kanpur course, the Introduction to Astrophysical Fluids training explicates astrophysical theories with an analytical, research-oriented, and systematic approach. Candidates will understand these concepts through phenomenological descriptions and by using specific mathematic tools taught throughout the course.

Designed by IIT Roorkee, the Introduction to Atmospheric and Space Sciences online course features their professor, MV Sunil Krishna, as the program instructor. The curriculum will span over 12 weeks and is divided into 60 presentations, each around 30 minutes long. This elective training will deal with the Earth’s atmosphere and space physics.

The Introduction to Atmospheric and Space Sciences certification is appropriate for students at the graduate and postgraduate level, covering aspects about the Earth’s atmospheric evolution and the chemical and physical reasons behind weather and climate changes. Candidates will study the Earth’s ionosphere, neutral atmosphere, and several plasma processes during this course. The principles of the interrelations between space and atmospheric physics as well as basic scientific tools and techniques will be discussed as well.

The Introduction to Atmospheric and Space Sciences training will conduct weekly practice assignments to promote better knowledge acquisition. Towards the end, candidates can also opt for the external proctored exam. The digital certificate will be provided based on the assignment and the exam scores.

The Quantum Mechanics online program is a 12-week-long course designed to make the learners appreciate the neatness of Dirac’s bracket notation. It covers foundational concepts and explains them in simple terms to enable participants to pursue advanced courses afterward. The study of Dirac’s bracket notation will help the students explore various aspects of the microscopic world.

The Quantum Mechanics certification course is drafted and delivered by the celebrated Indian Institute of Technology (IIT), Bombay. It is brought to you by the National Program on Technology Enhanced Learning (NPTEL), which is a project of the Ministry of Human Resource Department (MHRD). Also, it is a Faculty Development Program (FDP) in Physics permitted by the AICTE.

The Quantum Mechanics training will teach various ideas of quantum mechanics including function spaces, Schrodinger pictures, angular momentum, quantum computer, tensor operators, and more. This core course also gives the candidates a chance to receive a digital certificate after fulfilling some fixed eligibility conditions.

The Quantum Transport online course includes a study of quantum methods and parameters in constructing transport systems. Set at a postgraduate level of study, this elective course is developed by IISER Thiruvananthapuram. The programme is supported by industry leaders such as IBM, SQC Sydney, Philips Semiconductors, and D-Wave systems.

Learners will understand concepts relating to weaker localisations, nanowires, 1D/ 2D systems, and quantum electrical amplifiers. By completing the Quantum Transport certification syllabus, students will grasp familiar effects of Quantum Hall, Josephson, Coulomb blockade, and Aharonov-Bohm. Additional avenues that open to candidates include research in metrology, quantum computing, and electrical sensing technologies.

Professor Madhu Thalakulam from IISER Thiruvananthapuram mentors the learners of this online training. In this FDP, candidates can secure an e-verifiable Quantum Transport certification. For the accreditation, they need to complete all the learning modules, submit assignments, and register for the end-term test. They must secure the minimum marks specified for assignments and final tests.

Physics Of Biological Systems Program is an online learning course offered by swayam a program launched by the government of India. In this course, the candidate will understand the physics of natural frameworks with the assistance of hypothetical devices with models from assorted areas of biology. The course will offer a basic understanding of the viscosity and Navier stokes equation and fluid flows in biology with the theory and phenomenon of depletion forces.

The Physics Of Biological Systems Online Course offers the students in-depth knowledge of polymers and biopolymers, persistence length, and entropic elasticity with introduction to biophysics, spatial and temporal scales. The course will deal with topics related to scallop theorem and bacterial flagella along with cooperative binding and hemoglobin.

The Physics Of Biological Systems Training course instructor will be a well-experienced faculty from IIT Bombay Professor Mithun Mitra to guide the candidate all throughout the course. The duration of the program is of 12 weeks with the various assignments and the course will also provide the course certification by the end of the course with the logo of NPTEL and IIT Bombay. 

The online programme on the Physics of linear and nonlinear optical waveguides by Swayam has been purposefully structured to provide the registered students with the theoretical basis and applications for the field of optical waveguides. In the certification online session, the students will be learning about the principles of light-matter reactions.

The process and mechanisms of light-matter in linear, as well as non-linear reactions, will also be covered in the Physics of linear and nonlinear optical waveguides training. In the Physics of linear and nonlinear optical waveguides certification syllabus, the topics that will be covered are-   Maxwell’s equation, Total Internal reflection, Concept of core and cladding, Linear and nonlinear optical waveguides & brief history, Plane-wave, Wave equation, Snell’s Law and other topics that are related to optical waveguides. The course will thus be helping the registered students to develop industrial-level skills and also develop academic-level knowledge.

The Optical Spectroscopy And Microscopy: Fundamentals of Optical Measurements And Instrumentation by Swayam offers theoretical as well as practical aspects of optical spectroscopy and microscopy. The programme will give an understanding in depth about the principles governing the light-matter interaction. The usage of equipment in part by part laboratory settings will be shown in detail. The types of lasers and their applications will also be illustrated in the course.

The Optical Spectroscopy And Microscopy: Fundamentals of Optical Measurements And Instrumentation training course is free of charge. The candidates can avail the course on the Swayam platform. The course is accredited by the Indian Institute of Science Bangalore and NPTEL. The course offers books and references on the course website. The candidates will be graded in their assignments and final exams.  The course tries to gap the divide between the advantaged and disadvantaged group of people through free quality education.

The Optical Spectroscopy And Microscopy: Fundamentals of Optical Measurements And Instrumentation certification can be availed in the digital format. The certification will have logos of the Indian Institute of Science Bangalore. The certification can be shared on all online platforms such as Linkedin.

The Statistical Mechanics online course offers a fundamental understanding of statistical mechanics and thermodynamics. It begins with the basic concepts of thermodynamics and takes on statistical mechanics principles towards the end. The program does mandate any prior exposure to the topics.

The Statistical Mechanics course syllabus covers topics like laws of thermodynamics, entropy, types of canonical ensemble, the theory of probability, and quantum mechanics. The program is a core course in the Physics discipline. Over the 12 weeks, you will be provided with high-quality video lectures delivered by Prof. Dipanjan Chakraborty.

IISER Mohali provides the Statistical Mechanics certification course in conjunction with Swayam. If you wish, you can also opt for the digital course certificate issued by Swayam. This certificate can be easily attached to your CV and LinkedIn profile. However, you will have to register for an exam by paying the requisite fee and pass the test to receive the e-certificate.

The Thermodynamics programme offers the candidate in-depth knowledge of thermodynamics and the first and second laws of thermodynamics in detail. The course will deal with the topics like state and concepts and definitions with the system, boundary, and steady-state. The course covers topics like conservation of mass for open and closed systems and thermodynamics of engineered equipment. 

The programme also offers the candidate a proper understanding of psychrometry and its applications and the conditioning of humidification, cooling towers, evaporative cooling, air, and applications air conditioning, etc. The Thermodynamics training course also deals with the equivalence ratio and stoichiometry. 

The Thermodynamics online course instructor is a well-experienced faculty member of IIT Delhi professor S. R. Kale to guide the candidate. The course is free of cost and candidates will be provided with an E-certificate after qualifying the certification criteria. The candidate can access the course at their time requirements. It is an online course by Swayam. The certificate will be having the logos of IIT Madras and NPTEL.

The ‘Classical Mechanics: From Newtonian to Lagrangian Formulation’ online certification course is developed for the students to study and discuss the classical concepts of mechanics in the domain of engineering and physics. This National Programme on Technology Enhanced Learning (NPTEL) free online training course is provided by Swayam initiated by the government of India. The classes of this core course of undergraduate level are conducted online for a period of twelve weeks.

The course instructor for this online program is Prof. Debalmalya Banerjee, faculty from the department of physics at the Indian Institute of Technology Kharagpur. This course helps the students develop their expertise and knowledge on concepts such as Newtonian laws and other theories of classical physics and gravity. This ‘Classical Mechanics: From Newtonian to Lagrangian Formulation’ online training program enables the students to get a certificate and credit points at the end of this All India Council for Technical Education approved course.

The Basic Statistical Mechanics Certification Course is a 12 week-long massive open online course that educates learners on the fundamentals of statistics and mechanics. The course is provided on the Swayam online learning platform and led by thy Prof. Biman Bagchi of IIT Bombay. The course is suitable for students aspiring to work in the field of pharmaceutical and fuel cell companies.

The Basic Statistical Mechanics Training is provided through video lectures and course materials by experts. The course can be completed within a duration of 12 weeks and is easily accessible online. Once all steps of course lessons and evaluations are completed, learners will receive the Basic Statistical Mechanics Certification by NPTEL and IIT Bombay.

The ‘Computational Physics’ is a National Program for Technology Enhanced Learning (NPTEL) online course offered for the students to build their competence in the computational techniques and strategies and to get introduced to methods of quantum and classical computations. This online certification course is provided by the Swayam, a free online education portal for a period of twelve weeks.

The instructors for this elective course are academically trained faculty Prof. Apratim Chatterji and Prof. Prasenjit Ghosh from the Indian Institute of Science Education and Research (IISER, Pune). The students of training will gain computational insights and will be able to explore the field of physics through the theoretical and practical exposure of concepts.

The ‘Computational Physics’ online training program enables students to receive the certification and credit points after completing this All India Council for Technical Education (AICTE) course and assessments according to the eligibility standards.

The Advanced Atmospheric Physics certification by IIT Roorkee is a 12-week online course. This online certification course focuses on providing students with knowledge of advanced aspects of atmospheric and space physics. The Advanced Atmospheric Physics online course provides learners with the basics of inertial and non-inertial forces and the various dynamical phenomena. It also equips them with the understanding of various crucial aspects such as atmospheric waves and instabilities. The Advanced Atmospheric Physics certification syllabus will teach students about Atmospheric dynamics, Apparent forces, effective gravity, Thermal wind, Sound waves, gravity waves, Magnetosphere, and more.

The Advanced Atmospheric Physics training course can be an extension to the earlier NPTEL course: Introduction to atmospheric and space sciences. Offered via Swayam, students of B.Tech/ MSc/ MTech/ and Pre-PhD can enrol in this Advanced Atmospheric Physics certification by IIT Roorkee. After completing this online course, students can apply for jobs in R&D-based organizations like DRDO, ISRO, NCMRWF, and IMD.

The Advanced NMR Techniques in Solution and Solid-State certification by IISc Bangalore is a 12-week online course. This online certification course is designed for postgraduates and research students providing them with an introduction to NMR and the internal interaction parameters. The Advanced NMR Techniques in Solution and Solid-State certification syllabus at IISc Bangalore will also discuss some advanced concepts and techniques, such as NOE and ROE, spin system nomenclature, relaxation phenomenon and their measurements, quantum mechanical analysis of spectra, chemical exchange, and others.

The Advanced NMR Techniques in Solution and Solid-State online course is delivered online via Swayam. To pursue this online course, students are required to have a basic knowledge of NMR Spectroscopy and Analysis of Spectra. Upon completion of the Advanced NMR Techniques in Solution and Solid-State training programme, they can enter the pharma industries that have NMR facilities.

The Quantum Technology and Quantum Phenomena in Macroscopic Systems Certification consists of a 12-week online course. IIT Guwahati develops and approves the course syllabus, even if Swayam is appointed to teach the course. The Indian Institute of Technology, Guwahati and NPTEL are the organisations authorized to issue this course certificate.

Quantum Technology and Quantum Phenomena in Macroscopic Systems training is offered as a physics elective. Amarendra Kumar Sarma is the instructor for this certification program.

The fundamentals of quantum physics, such as quantum entanglement and quantum superposition, are covered in this course. The goal of this course is to teach students quantum optics so they can explain solid-state nanosystems, which is necessary for the next stage of the technological revolution.

A 12-week online course is required for the Thermal Physics Certification. Although Swayam is allotted to teach the course, IIT Kharagpur advances and authorises the course syllabus. This course certificate is approved to be delivered by the Indian Institute of Technology, Kharagpur, and NPTEL. Thermal Physics training is offered as a physics core program. Debamalya Banerjee is the instructor for this certification program.

This course focuses on the internal energy that results from the motion of the atoms and molecules that make up an item as well as the transfer of this energy, or heat, from one object to another and integrates the study of thermodynamics, statistical mechanics, and gas kinetic theory. It aims to provide a general overview of each of the three main heat-related topics.

The ‘Animal Physiology’ online course is developed for the students to learn about the structure and functions of the cells and systems in the body. This biological sciences program is for the students to enhance their knowledge of the physiological aspects of the human body. This massive open online course is provided by Swayam and the National Program for Technology Enhanced Learning (NPTEL). This online certification is a core course for the undergraduate and postgraduate level students of the biological sciences and bioengineering which is organized for a period of twelve weeks.

The classes of this course are held online led by the instructor Prof. Mainak Das, faculty at the Indian Institute of Technology Kanpur. The students of this course will gain theoretical and practical insights into human physiology in detail through the videos, lectures, online resources, and are evaluated through a series of weekly assessments and a final exam.

The ‘Animal Physiology’ online certification course enables the participants to get the certification by Swayam and the credit points for this program approved by the All India Council for Technical Education (AICTE).