Data science is a comprehensive discipline dealing with theories and conceptual frameworks of other domains mainly statistical learning and analytics, advanced mathematical computation and application processes, computer science and programming along with high-end algorithm development and knowledge modules of communication and information science. Not only businesses but the data science craze has equally been seen around technical background students or IT professionals are drawn to data science and analytics for its perks and high benefits. Thus, there are numerous short-term and diploma courses in data science offering collective learning. One such course platform is the NPTEL Data Science course offered by NPTEL platform which is a government of India initiative in collaboration with IITs and IISC having high accreditation and top learning modules in the domain along with practical learning and case study sessions for real-world exposure.
Ever since data-driven technologies and digital services offered by branded firms and corporate companies have started ruling the market, there has been a huge upswing in demand for data science amongst businesses and manufacturing industries wanting to harness its methodologies and advanced analytical procedures to automate their models and also deploy efficient in-built data sets for their operation.
A Brief Analysis of the NPTEL Learning Platform
NPTEL or National Programme on Technology Enhanced Learning is a top and reputed academic learning and government-approved certification platform a collaboration of the IITs and IISC in India and exchanging educational learning and curriculum in this platform through some specific certification courses supported financially by the Ministry of Education of the Government of India.
It was officially launched in 2003 as a project module to spread quality education and learning programs that can be easily accessible by learners through online and e-learning platforms.
Ever since it has expanded its project modules to include almost more than 600 courses and learning programs with best-in-class certification and quality learning, a lot of learners and professionals have enrolled in their course modules.
It includes almost 22 disciplines in its platform with several specialized curricula and certifications on engineering topics, data analytics, medical courses, economics, biotechnology, communication and information technology, and more along with hackathons, educational programs, and other learning activities conducted by top IITs through this platform.
NPTEL is considered to be the largest and most diverse online platform with a wide range of courses along a video-based learning format with more than 56000 hours of learning period along with an e-library for educational content and high-end learning formulated as per the learning structure of IITs and IISC.
The platform has dedicated program conductors and mentors with subject matter experts creating online content for each course specialization along with teaching assistants conducting and supporting the discussion and learning forum along with doubt-clearing sessions.
It has a wide range of online-based certifications and elective course structures with concise modules as per industry standards having specific prerequisites for enrolling in each course for all types of learners and professionals.
Also Read
- Data Science and Machine Learning
- Data Science from Scratch
- Data Science and Business Analytics
- Data Science Companies
What are the Top Certification Courses Offered by the NPTEL Platform?
NPTEL offers some of the top certification programs and courses with specializations in engineering, technology, data analytics, biotechnology, medical sciences, and programming which are sponsored and designed by top IITs in the country.
Some of the top certification courses one can avail apart from the NPTEL data science course for engineers include the NPTEL project management course by IIT Kanpur incorporates risk management, project management, and other important management learning modules.
It also includes a Java programming certification course by IIT Kharagpur which is an intermediate-level certification program including Java programming, object-oriented programming, networking with software development curriculum along with skills like engineering designs, etc.
It also offers new-age technology-based courses like electric vehicles and renewable energy certification by IIT Madras, advanced aircraft maintenance certification by IIT Kanpur, and semi-conductor optoelectronic certification by IIT Delhi.
It also offers a cloud computing certification course by IIT Kharagpur including specialized modules in network security, networking, open-source learning, and service management which is a free intermediate-level course structure and amongst the top courses of the platform.
NPTEL data science course is also one of the top data learning courses in NPTEL which offers other courses on the same domain like the Introduction to Machine Learning course by IIT Kharagpur including significant modules in linear and logistic regression, decision trees, Bayesian theorem learning, K-nearest neighbor concept, and deep learning techniques along with hypotheses space, support vector machines and more.
In the data science domain, it also offers top courses like data science learning with Python, programming in C++ language, and more.
It has other data science-oriented courses like the data structure and algorithms using Java including operations with Java language, arrays, java implementation, algorithms, binary trees, and many other data modules, etc.
Explore Now,
- Data Science Course Syllabus
- Data Science Courses For Beginners
- Data Science Courses After Graduation
- Are Data Science Certificates Worth It
- Are Data Science Jobs Safe From AI
NPTEL Data Science Course for Engineers: A Holistic Overview of the Course
NPTEL Data Science course for Engineers is AICTE an approved quality and compiled data science program with an advanced learning curriculum conducted by IIT Madras and is a part of their data science initiative learning course having elective modules as part of the program.
It is an 8-week long course program with around 2 credit points and is of undergraduate or postgraduate level of learning and comprehension.
It can be availed by computer science engineers and software developers, along with beginners in this domain with minimum knowledge and understanding of data analytics and data science learning consisting of elaborate program modules in programming and data analytics methodologies.
The course can be enrolled by any interested learner as part of their pre-requisite and eligibility criteria having around 10 hours of pre-course study materials which will be provided to the candidates and have to practice such materials for data science learning.
It has top industrial and company support like Honeywell, ABB, Ford India, Gyan Data Private Ltd, and more. The course has introductory sessions on R programming language in data science with an applied mathematical foundational knowledge curriculum.
It will also introduce the concept of data science algorithms to beginners and the framework for data analytical problem-solving in real-world scenarios along with a capstone case studies module on data science learning for practical exposure in the domain. The course consists of an extensive syllabus divided into weeks like:
- Week 1: It consists of modules in R language programming and how it is used in data manipulation and visualization techniques. It gives an overview and introductory learning of the programming language and its usage in data science.
- Week 2: It consists of modules in linear algebra with sessions in metrics, vectors, null space, and equations along with distance, projections, and Eigenvalue decomposition learning in the data science domain.
- Week 3: IT contains elaborate sessions in statistical learning along with descriptive statistics, probability, covariance, distributions, matrix, hypotheses testing, confidence intervals, univariate and multivariate normal distributions, and its application modules in data science techniques.
- Week 4: It consists of optimization techniques in data science learning along with lecture sessions on the topic.
- Week 5: It consists of advanced optimization methodology in data science along with solution framework and typology of various data analytical problem modules.
- Week 6: It consists of regression techniques like the linear regression processes, assumption verification model assessment with different variables, and application of multi-variate linear regression processes in Data science and analytics.
- Week 7: It consists of modules on the classification of data variables using logistic regression techniques in data science.
- Week 8: It consists of classification techniques using KNN and K means clustering techniques with data variables in the Data science domain and having in-depth learning and analysis of data structures based on KNN modules.
Also Check:
- Data Science Courses in Pune
- Data Science Courses in Goa
- Data Science Courses in Ahmedabad
- Data Science Courses in Chandigarh
- Data Science Courses in Surat
NPTEL Online Certification Curriculum and MMOC Programs of the Platform
NPTEL platform started its online-based courses and program curriculum in 2014 with industry-recognized certification on completing it with the initiative of its courses being available and accessible from any place and digital medium offering flexibility in learning and teaching as well.
It started the MOOC or the Massive open source courses which is an online and digital learning and teaching program including pre-recorded lecture sessions of the preferred curriculum, tests, and multiple assignments with module-based quizzes and high-quality video content and lecture notes for further reference and usage by learners.
The online module is very similar to an offline classroom learning with a particular deadline and fixed period to complete the learning schedule and assignments along with live teacher interaction sessions for further knowledge learning and practice.
It also caters such content to backward regions through mobile devices and is free of cost for everyone to access and learn some specialized curriculum.
It has self-assessment modules on a timely basis through which one can monitor their learning pace along with top and highly qualified faculty members offering course guidance and lecture sessions on each topic with great detail.
The primary objectives of most of the online certification courses on the NPTEL platform are to prepare beginners as well as experienced industry professionals to upskill themselves with advanced and latest knowledge curriculum and aid them in grabbing good employment opportunities and career paths or to pursuing higher education and doctoral programs of their preferred topics.
There has been enrolment in these courses as per statistical reports. The enrolment in these courses is free of cost and the learners can opt for certification by passing their certification examinations. These courses are highly credible and recognized as it is formulated by leading IITs.
Also Check,
- Can Data Scientists Work From Home
- Can Data Scientist Become Software Engineer
- Can Data Scientists do Freelance
- R for Data Science
- Python for Data Science
- Artificial Intelligence and Data Science
- Introduction to Data Science
NPTEL Data Science Course: Machine Learning Curriculum
NPTEL also offers an introductory course on machine learning in data science and elaborates on its processes and application which is an elective course type for 12 weeks duration belonging to the category of AI, programming, robotics, and data science learning.
It has around 3 credit points with the learning level of undergraduate or postgraduate modules. This course is typically for experienced candidates having programming knowledge and probability with linear algebra learning previously.
The course is conducted by IIT Madras having a detailed course syllabus consisting of introductory sessions in the first week. In the next weeks, it will cover modules on statistical decision theory with classification, regression, subset selection, and principal component regression.
It also has covered networking, bootstrapping and cross-validation, gradient boosting, random forests, undirected graphical models, types of data clustering, and learning theory.
Deep Learning Modules and Program Details for the NPTEL Data Science Course
NPTEL platform also offers a course on deep learning techniques which is an important data science module for 12 weeks duration with 3 credit points having eligibility criteria requiring candidates with relevant background in subjects like computer science, electrical engineering, electronics, and communication engineering along with prior knowledge in linear algebra, DSP and more.
The course is an AICTE-approved curriculum with an in-detailed syllabus comprising introductory sessions in deep learning along with Bayesian theorem, and decision surfaces in the first week of the program.
It also consists of elaborate sessions in linear classifiers, optimization techniques, multilayer perceptron, autoencoders, and unsupervised learning along with convolutional neural networks, LSTM networks, generative modeling with deep learning, variational encoder, and more.
Some of the Top Initiatives of the NPTEL Learning Platform
NPTEL’s learning platform has some highly recommended and plausible initiatives that could even encourage one more to learn and enroll in the platform for course and certification curriculum.
It has a quality partnership with top institutes like the IITs and IISCs in India along with other industries and corporate firms to bridge the gap between education and industrial practices, learning, and employment.
Most of their course are skill-based suitable for industrial practices and learning and being a part of their workforce. It also includes CSR initiatives and partnerships for course curriculum and practical learning. It has some top industrial associates like IBM, Infosys, Tech Mahindra, Vunet, and many more.
It has also industry-specific courses like AI courses with knowledge representation and reasoning modules, cloud computing, big data computing, practical ML with Tensor Flow learning, applied Natural language Processing modules, quantum computing with Qiskit, Blockchain technology, and applications, and many such courses helpful to comprehend industrial practices and technological operations.
The courses provided in NPTEL are mostly conducted in basic English language albeit there are translation initiatives of primary course content into 11 different other Indian languages consisting of Punjabi, Odia, Tamil, Telugu, Gujarati, Bengali, Assamese, Hindi, Kannada, Marathi, Malayalam etc to make the courses more accessible to larger sections of the population.
Such translated modules are easily available on their sites in e-book format, pdf transcripts, and translated subtitles in their video content as well along with specific audio files.
Even the NPTEL data science is available in all these languages. The courses in NPTEL are aligned as per the GATE examination curriculum enabling learners and aspirants to even prepare effectively for GATE exams with problem and solution sessions and lessons.
It offers quality internship opportunities with a competitive stipend structure and internship certificate on completion having top accreditation and recognition in job platforms.
It has even awareness workshops and training sessions along with pre-doctoral fellowship programs encouraging candidates to pursue higher learning with expert mentorship guidance and quality lessons.
NPTEL Data Science Course With Python Learning Modules
NPTEL has another module and program structure with Python programming to use the language in solving critical data problems.
It is an undergraduate program with 4 weeks of learning duration and credit points having categories included computer science learning, software engineering, artificial intelligence programming, and learning, etc.
It has basic eligibility criteria of having basic knowledge and understanding of data science algorithms for data modeling and programming.
The course is in collaboration with IIT Madras with an extensive layout of curriculum including Spyder tool installation sessions, saving files with clearing environment, variable creation, associated operations, and data types learning in the very first week of the schedule.
In the second week of the program, there are schedules in data types sequencing and operations like lists, arrays, tuples, dictionaries, strings, and NumPy data analytical tools.
The third week of the session, covers Pandas learning with reading files, data preparation modules, and Exploratory Data Analytical process along with visualization using Seaborn and Matpotlib Python learning library tools through techniques of scatter plots, line plotting, bar plotting, and data control structures.
The final week of the program consists of case study modules for practical learning in Python language programming along with real-world examples and data-solving sessions as part of the NPTEL study program.
What is the Swayam Course Platform With NPTEL Collaboration?
Swayam is a government-approved program and educational initiative that is designed to achieve the following principles of academic learning access, quality, and equity.
It is in collaboration with the NPTEL learning platform having the objective to preach the best and advanced teaching and learning resources to all the communities of the society spreading quality education and high technology-oriented literacy with free-of-cost initiative.
Swayam offers digital-based learning and educational resources to bridge the gap between digitalization and education making it highly accessible to different and all categories of learners and aspirants.
It consists of a wide range of courses covering basic classroom modules from the ninth standard curriculum to post-graduation modules curated by top industry experts and teachers free of cost having quality faculty from different parts of the country.
It has video lectures and lesson modules along with course-oriented reading and academic materials that can be easily downloadable and read along with timely self-assessment examinations to monitor one’s learning journey in the platform.
It has also an online discussion portal exchanging ideas with extensive doubt-clearing sessions by top mentors and instructors who are qualified professors teaching in leading institutes like the IITs.
The Swayam platform has collaborations with top government educational bodies like the AICTE, University Grants Commission, IGNOU higher learning center, NCERT, CEC, etc with high-end university credit points that can be converted to degrees.
It has more than thirteen thousand courses including modules in architecture and planning, engineering and technology, humanities and arts, health sciences, mathematics and sciences along with management and commerce domain modules.
It consists of both credit courses along with noncredit or self-paced courses for various categories of learners established with the primary aim to make education and certification available to backward classes as well as recording high enrolment numbers ever since its start.
FAQs
1. What are the top pillars of data science learning and practices?
Ans: The top pillars of data science learning and practices include high domain knowledge, fundamental knowledge of statistics and probability along with computation, computer science and its various theoretical and practical modules, communication and data visualization skills, machine learning algorithms, and programming.
2. What are the career options after pursuing the NPTEL data science course program?
Ans: The NPTEL Data Science course program enables one to choose various data science job roles including that of a big data architect, machine learning engineer, database developer and manager, database administrator, data scientist, big data engineer, business analyst, AI engineer, and many more.
3. Is the NPTEL Data Science course a government-based certification program?
Ans: Yes, the NPTEL data science course module is a government-approved educational initiative by the Ministry of Education offering quality learning and certification courses in collaboration with the top IITs in the country along with a mentorship facility.
4. What are the top skills one can learn through NPTEL data science course modules?
Ans: The top data science skills and expertise one can learn through the NPTEL course content are that of enhancing data science domain knowledge along with data mining, data evaluation, data sampling, data wrangling, data visualization, machine learning, SQL, deep learning, and many more.
Conclusion:
Thus, the NPTEL platform is an excellent portal for aspirants who want data science or data analytical certification within a minimum period along with excellent guidance by some of the highly eminent faculty teams of the IITs and IISCs of India within a very reasonable fee structure. It is an award-winning learning platform with more than 3000 courses and specializations. Therefore, one can enroll in its platform following the admission process on its website.
