Free It Software Courses & Certifications

Data Analysis & Decision Making - II Certification will cover utility theory, then the concept of multi-criteria decision making, multi-attribute decision making, utility theory, DEA (Data Envelope Analysis), AHP, ANP, and then the concepts of TOPSIS, Elektra, Mac Beth. 

Data Analysis & Decision Making - II Classes include the concepts of different types of metaheuristic techniques, without going into the mathematical details of their algorithms, and solve the problems by giving examples for each of them.

All students get a Data Analysis & Decision Making - II Certification by the Indian Institute of Technology Kanpur (IIT Kanpur) under the Swayam Initiative by the Government of India. 

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.

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 programme of Digital Technology and Innovation presented by edX is a great learning opportunity for all who want to learn about the technology and processes related to it. The course offered here is a 100 per cent online programme. 

The candidate should invest 8-10 each week to pursue this course. The course provided by the platform of edX is in association with Indiana University. The course on Digital Technology and Innovation is included in the micro master's programme of the edX platform. The students learning from this course curriculum can gain verified certificates after paying a fee as per the rules of the platform. This instructor-paced course can be pursued either in paid or in free mode. In the paid mode, the candidates will have unlimited access and a certificate of completion whereas in the free mode, they will have access only for a limited duration. 

This course helps and prepares the learners to develop the skills which are required for both business and technology. The students can learn about the techniques of how to adopt, manage and implement as well as diffuse the area of technology and business. This course will create an environment for learners where they can think about business and technology homogeneously.

The Analytics in Python course offered by Columbia University available on the edX platform is a well-structured programme equipped with course content designed by experts to enrich candidates with python programming knowledge. 

Data is an essential part of an organization and proficiency in programming is an important skill for effectively imparting knowledge and information from data. The course will help learners in developing an understanding of various topics like web scraping, web crawling, database basics, relational databases, data interchange formats of JSON and XML and text mining. Through the course, learners will gain knowledge to analyze and visualize data and will be introduced with the basics of SQL that they can apply in the programming area. 

The rapidly increasing demand for python as a programming language makes this course a one-time investment for professionals working in this field. The professionals can share the verified certificate provided towards the end of the programme in their LinkedIn profile for their professional benefits.

With the rise in competition in the market, to provide the best customer service the demand for Data Mining professionals is at an all-time high. Data Mining is the process of collecting raw data from a business and turning it into meaningful information, which can be researched to detect customer buying patterns, launching campaigns, and even detecting spam and fraud. Data Miners break down the data provided to find patterns as requested. 

Data Mining is decoding sequential patterns and associations to highlight any growing trend in customer behaviour. Companies can use Data Mining software to classify and detect information as requested. Such a technique is used in many industries such as restaurants and supermarkets.

The process of data mining involves different steps. First, data is loaded in data warehouses, then data is managed or stored in the cloud or in the company. The data is accessed by management teams, business analysts, and information technology professionals to determine how it will be organised. Then, the software forms the data on the basis of the user, and the data is then presented in an easy to share format.

The Computer Networks online course details the basic concepts of computer networks. It deals with concepts line- the role of seven OSI layer, uses of computer network, advanced networking, protocols, network standards, mobile phone networks, and other topics pertaining to mobile networking.

At the end of the programme on Computer Networks by Swayam the students will thus have their fundamental concepts in computer networks cleared and also enhanced. Since the course type is modeled as elective it will be helping the students learn skills at the undergraduate level. The online certification course will thus be emphasizing more on the subject of computer science and engineering.

The course will be recognised by the government of India and will be conducted under the aegis of the HRD Ministry.  After completing the programme the students will learn about audio input and output. They will also become efficient more in the provision of network hardware systems.

The Ethical Hacking certification course is a 12 weeks program that is completely online and is taught by IIT Kharagpur professor Indranil Sengupta. The online platform of Swayam is used for offering the teachings of this ethical hacking course. Ethical hacking is a subject that is very important in these recent years. Thus learning this course has become very essential for both individuals, and organizations who want to work toward the information technology infrastructure. 

The Ethical Hacking training is ideal for students who belong to a background in IT, Communication, Computer Science, Engineering in more. This ethical hacking course is ideal to help the organization prevent vulnerabilities in a system, application, or infrastructure that an attacker can use for exploitation. The online ethical course will help in preventing security breaches.

The transformative 12-week Next Generation Sequencing Technologies: Data Analysis and Applications certification course explores the groundbreaking impact of NGS technologies on Bioscience, Biotechnology, and Medicine. Participants gain hands-on experience in analyzing genomic and transcriptomic data, focusing on single nucleotide polymorphisms (SNPs), indels, and the complexities of transcriptomic analysis. 

With industry support from genomics companies, the Next Generation Sequencing Technologies: Data Analysis and Applications certification by Swayam caters to students, faculty, and industry professionals, requiring a basic understanding of programming and statistics. Upon completion, participants receive 3 credit points, positioning them for success in the dynamic fields of genomics and computational biology.

Also Read: Online Data Analysis Certification Courses

Offered by the University of Michigan, the Internet History, Technology, and Security programme by Coursera will lay an emphasis in the life of candidates who want to make a career in the field of networks and Internet. Understanding the key importance of the web and the Internet, candidates will start taking this area seriously. They will gain knowledge as to how the web and internet can be used to create something massive, innovative and lastly helping the society in progressing. 

The programme has been conceptualised keeping future trends into consideration. The candidates will hold expertise in this field and gain immense learning in Internet Protocol, Internet Security, Internet and Internet Architecture. 

This is a 15-hour course and candidates will receive a certification after they submit all the assignments and meet the requirements. Candidates who are willing to enrol in the programme but are facing financial difficulties can apply for financial aid as well.

Android Applications have quickly changed the entire world and it still happens to be the producer of one of the most in-demand jobs across the world. For many coding enthusiasts, being the best at app development in android is a dream far away and out of their reach.

Coursera’s Developing Android Apps with App Inventor programme is a course that paves way for candidates to their dreamland with a university-level syllabus and instructors. Candidates with little to no experience or even computing knowledge can also achieve mastery in developing Android Applications with this course. It offers hands-on experience with the MIT App Inventor.

It is a block-based programming tool that works ideally for both beginners and students of intermediate level. Candidates will learn to develop completely functional apps from scratch suitable for any Android device. Moreover, it puts them in a much higher rank in the competitive world of today with the skills and experience gained.

The Introduction to Hyperledger Blockchain Technologies online programme by edX is developed to introduce you to distributed ledger, Hyperledger and blockchain technologies. You will also gain knowledge of their main frameworks. With the learnings of this course, you will understand how blockchain technologies record transactions, trades, promises, etc.

Curated by the Linux Foundation, this certification course presents a business-oriented outlook of blockchain technologies. Throughout the course, you will explore Hyperledger tech: domain-specific, libraries, tools and distributed ledger frameworks.

edX’s Introduction to Hyperledger Blockchain Technologies online course will also teach you the major differentiators between the kinds of Hyperledger projects. Also, you will study the core features of blockchain technologies. You will understand how these technologies work and generate value for organisations. If a student wants to learn for free then he or she must enroll in the audit track to get limited access and upgrade to the verified track and get unlimited access by paying some fee amount.

Artificial intelligence and machine learning advances run hand in hand with the degree to which quantum computing footprint improves. Thus, it is natural to leverage machine learning capabilities with the advent of quantum computing. This Quantum Machine Learning certification course will explore the underlying principles associated with futuristic technologies. 

The program on Quantum Machine Learning encompasses the advantages of machine learning once it is coupled with futuristic quantum technologies. These have the potential to provide the much-awaited advancements of this industry. Some examples include machine learning and select frameworks in Python. 

This Quantum Machine Learning training program is intended to be delivered across 9 weeks along with an input of 6-8 hours per week by the participants on their own time for optimum results. The University of Toronto is the partner institution for this self-paced course. The video transcripts are in English and the students have an option to get a paid plus official certification. 

The candidates who enroll in any track of the course will be able to progress at their speed. Both tracks - audit and verified may be opted for by the candidates for finishing the course. If the candidates are interested in learning for free without a certificate they may choose the audit track which is open for a limited period of access. For unlimited access, the students should switch over to the verified track by paying some fees.

Big Data Analytics in Healthcare Certification Course is to analyze and extract usable information from Big Data, to be precise Medical facilities like hospitals and colleges use both structured and unstructured data in their practice. Structured data has a predetermined schema, it is extensive, freeform, and comes in a variety of forms and formats. On the other hand, unstructured data also referred to as Big Data (BD), does not fit into the typical data processing form and format.

Candidates learn how to use Big Data Analytics techniques and tools to analyze and extract information from Big Data (BD). And such results of Big Data Analysis can be used to predict the future, help in creating trends about the past, and neutralize them. When it comes to healthcare, Big Data Analysis allows the study and examination of large datasets from thousands of patients, identifying clusters and correlations between data sets.

Big Data Analytics in Healthcare Classes will enable candidates to take data-driven decision making, receiving better-personalized predictions about prognosis and responses to treatments, that influence health at the patient level.

All candidates undertaking the course shall receive Big Data Analytics in Healthcare Certification by the Georgia Institute of Technology through Udacity.

The Artificial Intelligence for Robotics certification course is a free course of two months, where the training will be provided via an online platform. The course is offered by Georgia Tech Masters in Computer Science. The course will include the final project as the evaluation criteria for the certification. The Artificial Intelligence for Robotics training provided is of the advanced level. This course will cover the fundamentals of artificial intelligence, such as planning and search, probabilistic inference, localization, control, and tracking, focusing on robotics. The candidate will get Artificial Intelligence for Robotics certification as the course will end. The course will be taught by the industry pros themselves. In total, the Artificial Intelligence for Robotics certification syllabus contains six lessons that will be covered in two months.

The Software Architecture & Design training programme is an intermediate level course delivered by Udacity and Georgia Tech. The programme has been designed to teach the concepts and principles involved in designing and analysing large software systems. It will run for a duration of approximately two months.

The Software Architecture & Design course curriculum has been divided into four sections that include Introduction, UML and Analysis, Software Design, and Software Architecture. You will learn through rich learning content crafted and taught by industry professionals. You will test your knowledge through interactive quizzes and learning exercises.

In addition, the Software Architecture & Design online course is free of cost to join for everyone. The programme has been offered by Georgia Tech in collaboration with the Udacity platform.

If you are a Software Engineer, this course can propel your career forward and help you gain better career opportunities. Moreover, since the format is self-paced, you can manage to complete the Software Architecture & Design training along with your job by learning at your convenience.