List of Online Courses and Certifications

An intelligent agent must know how to solve real-world problems. The key to intelligence is creating visualizations of the domain of interest and reasoning with these representations. In this Artificial Intelligence: Knowledge Representation and Reasoning certification course, you will explore various associated algorithms for reasoning and representation formalisms. 

The Artificial Intelligence: Knowledge Representation and Reasoning certification by IIT Madras available on Swayam starts with a basic language of propositions. After that, it moves on to first-order logic, and subsequently, to representations for reasoning about change, situations, actions, and other agents in cases where there is a lack of information. This course is a companion to the course “Artificial Intelligence: Search Methods for Problem Solving” that was offered recently and the lectures for which are available online.

Along with the lectures, Artificial Intelligence: Knowledge Representation and Reasoning online course also provides links to supplementary reading materials. After 12 weeks, you will also have a chance to appear for a proctored exam. Passing this exam will get you a course completion certificate, which you can employ to showcase your skills in Artificial Intelligence.

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

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

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

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

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

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

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

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

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.

Also Read: Online Software Engineering Certification Courses

The Games and Information Certification course is a 12-week certification course that provides students with a comprehensive exploration of the intersection between game theory and information theory. Students delve into the fundamental principles of game theory, examining strategic decision-making in competitive scenarios Games and Information through the Games and Information certification course by NPTEL.

The Games and Information training delves into information theory, investigating how the flow of information shapes decision-making processes within games and broader contexts. The online course analyses concepts such as signalling, information asymmetry, and more to understand how information influences strategic behaviour and makes students proficient in the evolving world of gaming

Also Read: Online Gaming Certification Courses

The measure Theory Certification course is a 12-week online programme that offers a comprehensive exploration into the fundamental concepts and applications of measure theory. Students will gain a deep understanding of the theoretical foundations of measure theory and its practical significance in mathematical physics with the Measure Theory Certification by NPTEL.

The measure Theory training will develop the analytical skills necessary to tackle advanced mathematical problems and applications. Students are equipped with a solid foundation in measure theory, empowering them to engage with complex mathematical concepts. They are at the same time provided with a versatile toolkit for solving real-world problems.

Also Read: Online Mathematics Certification Courses

The Commutative Algebra Certification course is a 12-week online programme that provides students with a comprehensive exploration of the foundational principles and advanced topics within the field of abstract algebra. Students delve into the fundamental theorems of algebra through the Commutative Algebra Certification by NPTEL.

The online course develops proficiency among students in manipulating algebraic structures, proving theorems, and solving problems related to commutative rings and modules. The Commutative Algebra certification training strengthens the analytical skills necessary to tackle complex problems in algebraic structures and their applications.

Also Read: Online Mathematics Certification Courses

The Introduction to Algebraic Topology (Part-II) Certification course is a 12-week online programme that delves deeper into the fundamental concepts and techniques of algebraic topology. Students are offered a comprehensive exploration of algebraic structures and topological spaces, focusing on their interplay and applications through the Introduction to Algebraic Topology (Part-II) Certification by NPTEL.

The Introduction to Algebraic Topology (Part-II) training provides a combination of lectures and problem-solving sessions. They will gain a comprehensive understanding of these abstract mathematical structures and their applications in various branches of mathematics. Thus, they will be able to apply them to solve complex problems and contribute to ongoing research in the field. 

Also Read: Online Mathematics Certification Courses

The Partial Differential Equations Certification course is a 12-week online programme that offers a comprehensive exploration of differential equations. Students are provided with a deep understanding of their mathematical foundations and practical significance across various fields through the Partial Differential Equations Certification by NPTEL.

The online course equips students with the analytical and computational tools necessary to tackle real-world problems, providing invaluable skills applicable to research. The Partial Differential Equations certification training empowers them to confidently navigate the complex landscape of partial differential equations and unlock new opportunities for innovation and discovery.

Also Read: Online Mathematics Certification Courses

The Numerical Analysis Certification course is a 12-week online programme that offers a comprehensive exploration of fundamental numerical methods and techniques essential for solving complex mathematical problems. Students are provided with the theoretical foundations and practical applications of numerical algorithms through the Numerical Analysis Certification by NPTEL.

The Numerical Analysis training equips students with the skills necessary to effectively analyse and solve real-world problems using numerical methods. The course masters the art of numerical computation and analysis. They will gain proficiency in implementing numerical algorithms using programming languages such as Python, MATLAB, or R.

Also Read: Online Programming Certification Courses

Theory of Groups for Physics Applications certification course is a 12-week online programme that provides students with the fundamentals of group theory's and its wide-ranging applications in physics. Students are provided with a gap between mathematical concepts and their practical utility in physics through the Theory of Groups for Physics Applications Certification by NPTEL.

Students develop a deep understanding of how group theory is related to various branches of physics. This course also harnesses the power of group theory to unlock new insights and solve complex problems through the Theory of Groups for Physics Applications certification training.

Also Read: Online Physics Certification Courses

The artificial intelligence (AI) revolution is transforming our world, and the demand for skilled professionals who can harness AI's power is on the rise. Artificial Intelligence, provided by Carnegie Mellon University’s School of Computer Science along with Emeritus, is a 10-week long online certification course that provides a comprehensive overview of the theory and practice of AI, with a focus on modern computational techniques for representing task-relevant information and making intelligent decisions. The Artificial Intelligence certification by Carnegie Mellon University’s School of Computer Science covers a wide range of topics, including machine learning, natural language processing, computer vision, and robotics. 

With the help of Artificial Intelligence certification, you will gain practical experience by working on real-world projects, such as developing decision support systems for medical environments, recommender systems for ad targeting, and intelligent systems for autonomous work environments.

The skills learned in this course are applicable across a wide range of industries, including healthcare, finance, manufacturing, and transportation. By opting for the Artificial Intelligence certification course, you will be well-positioned to help organisations stay ahead of the technology curve and apply AI-powered solutions to real-world problems.

Also Read:

• Online Artificial Intelligence Certification Courses
• Online Automation Certification Courses

Computer vision is a rapidly growing field with applications in a wide range of industries. The Computer Vision certification by Carnegie Mellon University's School of Computer Science is a 10-week long online certification course that provides a comprehensive introduction to the theory and algorithms used in computer vision systems. Emeritus along with CMU is providing this course. Computer Vision covers a wide range of topics, including image detection, recognition and processing, 3D reasoning, and video analysis. It also provides insights into the real-world uses of computer vision technology.

The Computer Vision certification is ideal for technology professionals who want to learn more about computer vision and how it can be used in their work. It is also a good fit for machine learning engineers who want to gain hands-on experience with computer vision tools and techniques. 

The Computer Vision certification course requires knowledge of multivariable calculus, linear algebra, probability, and statistics, as well as Python programming. This course is taught by leading experts in the field of computer vision. Additionally, the course includes a capstone project that allows students to apply their skills to real-world problems.

Deep learning is a powerful technology that is being used to solve problems in many different areas. Deep Learning is a 10-week-long online certification course which is brought to you by Carnegie Mellon University’s School of Computer Science Executive and Professional Education along with the online education provider Emeritus. This online course will teach you the basics of deep learning and how to apply it to real-world problems. With the help of this course, you will be able to understand how neural networks operate, identify the right architecture for your needs, and generate and refine deep learning models.

The Deep Learning certification by Carnegie Mellon University’s School of Computer Science will teach you the basics of deep learning and how to apply it to real-world problems. You will learn about different neural network architectures, including CNNs and RNNs. You will also learn about the concepts necessary to solve time-based problems.

Also Read: Online Deep Learning with Python Certification Courses

Big Data Analytics is an online programme available on edX that falls under the subject of Computer Science. The programme is designed and administered by AdelaideX, which is the massive open online course (MOOC) platform of the University of Adelaide providing free online courses to students worldwide. 

The Big Data Analytics Certification is designed to train the participants on major tools and techniques to come up with important business information and make business decisions by storing, processing, and analysing large-scale data such as R and Apache Spark. By joining the Big Data Analytics Certification by AdelaideX offered by edX, the participants will develop the potential to creatively approach the major issues and challenges of data science. 

The Big Data Analytics Certification Syllabus will help the students build a detailed understanding of big data analytics, cloud-based big data analysis, predictive analytics, etc, and sharpen their programming and mathematical skills. There are two modes to take the self-paced programme; verified and audit-free modes. In the free mode, the learners will get only limited duration and in the verified track, they can get unlimited access and a certificate of completion. 

The Accounting Data Analytics with Python Programme by Coursera has been developed for the candidates who are looking to build proficiency in the Python language, especially for business intelligence and analytics. Provided in partnership with the University of Illinois, the programme aims to utilize Python’s robust computational capabilities and libraries. It focuses heavily on working with multiple domains of accounting data, be it EDGAR financial statement data, stock data, or point-of-sale data.  

The Coursera Accounting Data Analytics with Python Training covers fundamental Python programming skills like functions, conditional statements, loops, and mathematical operators. Moreover, since the course is a part of UIUC’s Master of Business Administration Degree, a greater emphasis is placed on data visualization and presentation. Furthermore, certification training also covers data structuring and manipulation, along with Python and SQL integration.

Lastly, the Accounting Data Analytics with Python Training Course is a 100 percent online learning experience that allows you to learn and train at your convenience. Along with the video lectures, you will have a collection of reading material carefully curated by Coursera at your disposal. Upon course completion, you will receive an industry revered Coursera Certificate.

If you love numbers, are curious to learn to code, and possess strong communication skills, then a career as a data analyst is for you! Since the world is increasingly becoming data-driven and data is useless without the skill to analyse it, the demand for data analysts is soaring. 

Ironhack’s Data Analytics course covers all core concepts of data analytics within a span of 9 weeks if pursued full-time and 24 weeks if pursued part-time. Conducted by industry-best instructors, this in-person training programme can help you start a career as a data analyst even if you do not have previous IT experience. 

The Data Analytics course syllabus is divided into 3 Modules + 60 hours of online learning material as pre-work that will help you become familiar with the course content. The course will be taken in four languages, and at the end of the course, your final project will determine whether you qualify for an interview in the Hiring Week. 

The Analysis of Algorithms online course familiarises students with calculating the computational complexity of algorithms. The training also covers function generation, recurrences, telescoping, and more concepts related to the scientific study of algorithm performance. Candidates learn about real asymptotics, symbolic methods, and basic structures like words, permutations, strings, trees, and mappings, through the programme.

The Coursera Analysis of Algorithms programme is 100% online and free course. It consists of pre-recorded video lectures, pop quizzes, readings, assignments, and practical exercises across a nine-week curriculum. Robert Sedgewick, who is currently the William O. Baker Professor of Computer Science at Princeton, will be your instructor. 

The Online Analysis of Algorithms training course is an advanced-level programme offered in collaboration with Princeton University. Candidates will need approximately 20 hours to finish this course. Besides, you will get English subtitles for the video lectures and flexible deadlines to learn at ease. Since this is free training; candidates will not receive a certification.

The Introduction to Data Analytics certification course is an 8-week duration programme. The prerequisite for this course is students must be familiar with high-school-level linear algebra, and calculus. They must also know probability theory, statistics, and programming. The certification course offers an extensive curriculum that covers descriptive statistics, inferential statistics, regression, ANOVA, and machine learning.

The Introduction to Data Analytics certification by NPTEL provides an in-depth understanding of elements that will help in making the physical well-being and athletic prowess of individuals. The certification course helps students to get equipped with the required knowledge and skills to function effectively in the field. 

Also Read: Online Data Analysis Courses & Certifications

Deep Learning and Reinforcement Learning Certification by Coursera introduces its learners to two of the most sought-after avenues in Machine Learning-Reinforcement Learning and Deep Learning. The latter is abundantly used to power most of the AI applications that are used on a daily basis. Deep Learning and Reinforcement Learning Certification Syllabus exhaustively cover the theory of neural networks that form the basis of Deep Learning as well as modern architectures concerned with Deep Learning. 

As an intermediate-level course, it serves as the perfect second step for aspiring data scientists interested in getting hands-on experience with both the domains in Machine Learning to learn at their own pace and earn a certification. Delivered by IBM professionals, the course will focus on Reinforcement Learning once learners have developed a few Deep Learning models. Although Reinforcement Learning has only a few practical applications at present, it is coming up as a promising area of research in AI that is expected to become relevant in the coming future. At the end of the course, data scientists will find them to be well acquainted with the learnings provided in the course. They can easily implement them in their workforce and deliver timely solutions.

Business Intelligence using Power BI online certification is designed by Board Infinity, an online educational platform for job seekers and students that would assist them in setting realistic objectives and achieving their full potential. The Business Intelligence using Power BI online course by Board Infinity focuses on teaching the fundamentals of Microsoft Power BI and discusses the principles and strategies used to graphically analyze data.

Business Intelligence using Power BI online classes is a 1 week course, which seek to explore a variety of Power BI functionalities such as Power BI visuals and Power Query for various business intelligence operations. This course also covers data visualization, data modeling, data analysis, and data analysis expressions (DAX), among other data science topics. By the end of this course, learners will have learned the fundamentals of dashboards and will be able to design several dashboards.

Designed to make you a pro at Structured Query Language (SQL), the SQL Nanodegree Programme by Udacity offers an in-depth training which will help you in learning the execution of core SQL commands to access, manipulate, control, and join data and data tables. Introduction to the language also includes tutorials on how to optimise SQL queries, clean data, and write select advanced JOINs for enhancing analysis performance.

With a primary focus on providing an immersive learning experience, the SQL course nourishes your skills in leveraging the power of SQL commands and functions, data cleaning methodologies for joining, aggregating, and cleaning tables. Candidates will get an insight into how to perform analysis on data stored in the relational and non-relational database systems to boost strategic decision-making.

Choosing the SQL Nanodegree Programme will make you proficient in determination, creation and execution of SQL and NoSQL queries that might manipulate and dissect large scale datasets. You will also learn to apply relational database management techniques that normalize data schemes and build supporting data structures for social news aggregators.

If you are an aspiring entrepreneur looking to make your first entrepreneurial venture a success or a business owner wanting to take your business to the next level, the Entrepreneurship Acceleration online course by Wharton is the perfect course for you. This programme aims to train you in a set of skills that will help you to materialise your idea and increase the likelihood of your success. 

Wharton, in association with Emeritus, has designed the Entrepreneurship Acceleration Programme: Scaling Your Business course, offering flexible learning options so that the candidates can balance it with work conveniently. Moreover, the classes are conducted online while the tutorials and live discussions are recorded so that you can cover them at your pace. 

The Entrepreneurship Acceleration online programme is a two-month course, rife with video tutorials, application-based learning through real-world examples, peer learning sessions and quizzes and assignments. 

Besides, the course is taught by reputed faculty like David Hsu, Karl Ulrich, Lori Rosenkopf, Kartik Hosanagar and Ethan Mollick. After you complete the programme, you will also be eligible to receive a digital certificate of completion.  

FutureLearn offers the Logical and Critical Thinking programme in collaboration with the University of Auckland, New Zealand. It is an eight weeks training course that you can take for free. The course is particularly intended for individuals looking to refine their logical and critical thinking skills. The programme curriculum will help you in identifying and assessing arguments and avoiding common thinking mistakes.

The Logical and Critical Thinking online course is an informative programme for understanding the basic logical tools for analysing arguments. You will learn the application of these tools in various fields, including moral theories, science, and law. The programme curriculum comprises engaging video content, assignments, and articles.

FutureLearn’s Logical and Critical Thinking course can also offer you a course completion certificate. However, it is not part of the free enrolment option. You need to upgrade to receive the shareable digital certificate by paying a certain amount as a fee. It is an eight-week course that has a self-directed training model.

The Digital Transformation in HR certification helps the participants learn all the technicalities of HR and its application. The course is guided by LSE faculty and enables candidates to pursue this programme with a self-paced learning method. Upon taking the course, students will learn about all the important tools to solve problems related to HRM. The candidates will be provided with assignments, projects, video lectures, and others to learn in the most comprehensive way. Through this eight-week course, the students will learn how an organisations’ digital transformation impacts employee experience, performance, and satisfaction.

Also Read: Human Resource Analytics Certification Courses

The Convex Optimization program will prove beneficial for students or professionals in electrical, mechanical, or civil engineering, computer science, scientific computing, Aero and Astro, operations research, and computational mathematics. This advanced-level course is excellent in learning how to solve application-oriented problems in the field of Convex Optimisation. 

The Convex Optimization by edX covers a wide range of topics including, convex analysis, convex sets, linear and quadratic problems, duality theory, minimax, interior-point methods, statistics and machine learning, finance, digital and analog circuits. The course will benefit candidates looking to pursue a career in computer applications or machine learning. 

The renowned Stanford University offers the eight-week Convex Optimization online course. There are video lectures in English and transcripts (also in English) to help you follow along. The course instructors, namely Stephen Boyd and Henryk Blasinski, are highly experienced in computer science, mathematical engineering, and other relevant disciplines. Several Ph.D. candidates will also mentor you as additional instructors.

In a progressive statistics world, corporations want individuals who can extract key information from data in order to make smarter business decisions. UCT's Data Science with Python online course helps students build realistic data science and analytical abilities for implementing it in real-world business contexts.

According to a McKinsey report, organizations that have at least one senior leader who has been trained in data are 70% more likely to perform better. The Data Science and Python Training teaches about broadly applicable libraries of python and how these techniques may and are applied in real-world business settings. The course demonstrates the concept of uncovering more robust correlations in order to guarantee that training models are usable.

An NVP report states that 92% of C-suite leaders are expanding their expenditure on Artificial intelligence and Big data. The Data Science with Python syllabus provides statistical understanding, which serves as a basis for understanding the dynamics of artificial intelligence. The course delves into supervised learning algorithms via neural networks and tree-based models, as well as unsupervised learning algorithms of AI via hierarchical clustering and K-means.

The Introduction to Adaptive Signal Processing certification course delves into the vital realm of adaptive filters, pivotal in contemporary signal processing, communication, and control applications. Its versatility in handling unpredictable data conditions makes it indispensable in areas like radar, sonar, wireless communications, and more. 

Tailored for students in various disciplines, the Introduction to Adaptive Signal Processing certification by Swayam introduces adaptive filters, closely tied to neural networks and machine learning. The eight-week elective course, backed by industry giants like Qualcomm and DRDO, offers a foundational understanding, preparing participants for advanced studies in this field.

The Machine Learning for Earth System Sciences certification course offers a comprehensive exploration of spatio-temporal statistics and data mining, focusing on their applications in earth system sciences. Intended for final-year undergraduates, postgraduates, and research students, it covers earth system observations, data analytics, and modelling in domains like hydrology and climate.

Prerequisites include mandatory machine learning knowledge, optional deep learning expertise, and a working understanding of earth system science domains. The Machine Learning for Earth System Sciences certification by Swayam caters to both undergraduate and postgraduate levels, fostering a solid grasp of statistical concepts in analysing earth system phenomena.

Also Read: Online Machine Learning Certification Courses