NPTEL Statistics Courses & Certifications

The Probability And Statistics certification course explores statistics and probability with broad applicability across disciplines, including physical sciences, engineering, economics, and social sciences. The course covers essential statistical reasoning and methodology. It strikes a balance between providing a solid conceptual understanding and delving into advanced theoretical aspects.

The Probability And Statistics certification by Swayam is industry-relevant, particularly for those aspiring to work in business analytics, banking, finance, insurance, machine learning, and data mining. By combining theoretical knowledge with practical application through examples and problem-solving, students gain indispensable skills for various career paths.

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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.

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.

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.

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. 

Modeling Stochastic Phenomena for Engineering Applications: Part-1 is a 12-week certification course by the IIT Bombay. This course provides students with a comprehensive understanding of techniques for modelling stochastic phenomena in engineering systems. Students are provided with both practical as well as theoretical concepts in the course.

The Modeling Stochastic Phenomena for Engineering Applications: Part 1 certification by NPTEL will teach students the skill and knowledge of modeling techniques used in engineering design, decision-making, and another process. The course with its practical understanding makes engineers flourish in the professional working space.

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The Stochastic Processes - 1 certification course is a 12-week programme. The course focuses on stochastic processes and concepts required for the students to perform experiments and research. The certification course covers a comprehensive curriculum that includes a Probability theory refresher, an introduction to the stochastic process, and problems in random variables and distributions. 

The prerequisite for this certification course is that students must have a basic course on Probability. The Stochastic Processes - 1 certification by NPTEL provides in-depth knowledge of the classification and properties of stochastic processes. With a robust curriculum and the support of industry professionals, the students can apply these concepts and processes in real-world projects. 

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The Introduction to Probability Theory and Stochastic Processes certification course is a 12-week duration programme. The intended audience for this course is undergraduate students of electrical engineering, computer engineering, mechanical engineering, civil engineering and mathematics and computing. The certification course covers a comprehensive curriculum that includes the basics of Probability, random variables, and standard distributions. 

The prerequisite for this certification course is a basic course on Calculus and Linear Algebra. The students gain in-depth knowledge of probability and stochastic processes concepts from Introduction to Probability Theory and Stochastic Processes certification by NPTEL. With the support of the leading industrial experts, the students gain confidence to apply these concepts in real-world scenarios.      

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The Biostatistics and Design of Experiments programme is an 8-week elective programme. The course is curated by IIT Madras and is offered at the UG and PG level. The programme falls under the category of Biological Sciences and Bioengineering. It is AITCE approved FDP course with plenty of industry support from particular Biotechnology, biopharma and agriculture companies. 

Professor Mukesh Doble teaches the Biostatistics and Design of Experiments course by Swayam. It is focussed on the various applications of statistics in pharmacy, medicine and a number of other topics in Biology. The course syllabus covers some essential topics in Statistics such as sampling and distribution of data, regression analysis, tests of significance, design of experiments, etc. 

The Biostatistics and Design of Experiments training is relevant for all students pursuing either a UG/PG degree in Biotechnology or its allied fields. The course lectures are provided online via video tutorials, and internal assignments are also offered for self-assessment. If the candidate wants to get certified, they can also sit for the certification examination at the end of the course.

Descriptive statistics extracts the information hidden under any data. In the Descriptive Statistics with R Software programme, you will learn about descriptive statistics' various tools. You will be using the open-source R software to learn these tools based on mathematical and statistical functions. This course has been designed for undergraduate students studying mathematics and science or humanities students with a background in statistics. If you are a professional working in analytics, you will find this course useful.

Descriptive Statistics with R Software certification is an online course of eight-week duration in Mathematics. It is an elective undergraduate/postgraduate course taught by the faculty of IIT Kanpur and NIT Sikkim. There will be assignments and practical usage of the software to break the monotony of theoretical lectures. All the course material will be available for free on the online learning portal Swayam.

Descriptive Statistics with R Software also offers certification. For this, you must submit all assignments and appear for an offline exam that is conducted after the course conclusion.

The Indian Institute of Technology, Delhi, has developed the Statistical Inference program, an online course under the mathematics course category. The instructors teach this core course at an undergraduate and postgraduate level. The eight-week FDP training is approved by AICTE and permits credit transfer as well.

During the Statistical Inference training, candidates will learn about the fundamental knowledge related to statistical inference and probability. The course aims at providing in-depth information about the theory of estimation and testing hypotheses. Candidates will learn the course content through the theoretical and practical aspects by solving complex problems.

The Statistical Inference online course is valuable for practitioners or students in statistics at a UG or PG level. The training will act as a foundation course for the students working on areas related to machine learning. Candidates need to have a general knowledge of probability, data collection, and descriptive statistics to understand the content without any difficulty.

The Introduction to Statistical Hypothesis Testing certification course provides a comprehensive understanding of hypothesis testing, a critical aspect of data analysis. Through practical applications and theoretical foundations, students learn to evaluate postulates empirically, covering topics like null hypotheses, significance levels, and hypothesis tests for averages, variability, proportions, and regression analysis.

With the Introduction to Statistical Hypothesis Testing certification by NPTEL, learners delve into advanced concepts like constructing confidence regions and intervals. By mastering hypothesis testing techniques, students acquire the skills to make informed decisions and draw meaningful conclusions from empirical data, enhancing their analytical capabilities across diverse domains.

In Non-Parametric Statistical Inference, as opposed to Parametric Statistical Inference, we do not know the underlying distribution. Parametric Inference also uses samples from the population to estimate the distribution parameters. However, the assumptions of Parametric Inference, such as normality, independence, and homoscedasticity may not always be accurate. 

In this case, non-parametric information is used. The Course in Non-Parametric Statistical Inference by Swayam will help the candidates to fill in the gaps of parametric statistics as non-parametric methods can be used for different inferencing purposes. The simple non-parametric techniques can help you to establish a hypothesis.  

The Non-Parametric Statistical Inference online programme has several practical applications in real life. This is an ongoing, undergraduate-level course that spans four weeks. The course will be taught by a faculty member from the esteemed Mathematics Department of IIT, Delhi. Moreover, this course is entirely free of cost, and the paid certificate is optional. 

The Introduction to Probability and Statistics online course is essentially an introductory or prerequisite course in probability and statistics. It is also an NPTEL online course comprising around 8-10 hours of content for learning, covered over four weeks of video lectures.

As such, the Introduction to Probability and Statistics certification course will prepare you to take on a more advanced study of probability and statistics. The course will begin by defining data and then slowly presenting the various ways of classifying data. Aspects of numerical and categorical data will be of primary focus.

Thus, around 10-12 core topics of both probability and statistics will be broadly covered in the Introduction to Probability and Statistics certification syllabus by the course instructor, Prof. G. Srinivasan of IIT Madras. He will instruct the course modules through live lectures.

Lastly, you will learn in detail about data and measuring associations. If you are a student or manager/executive, the Introduction to Probability and Statistics course by Swayam is an ideal fit for you.