Free It Software Courses & Certifications

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 Computer Architecture program offers candidates extensive learning on the different terminologies used in computer architecture. The participants will learn about the design of hardware and the different important elements related to it. The candidates will acquire learning on the layers of computer architecture.

The course is free of cost, the candidates need to take the end term exam for receiving certification. The certification helps candidates learn about assembly language and the operations in binary additions. After the candidates complete the fundamentals, the candidates will be exposed to the design of a simple processor.

Concepts and the memory system are some of the areas where the tutor has laid emphasis on during the Computer Architecture certification syllabus. The candidate also offers certification for candidates who are looking for qualifications in this area. The course covers all the topics required in the market currently. The certification will help candidates grow up in their career, and grow with the learning they acquire.

The Advanced computer architecture online course is a 12 weeks online certification program offered by Swayam, an initiative by the government of India’s ministry of education. The Advanced computer architecture training will teach candidates about advanced elements of processor design, with a particular emphasis on GPUs, out-of-order pipelines, and compiler methods for improving ILP. The course covers main memory technology such as DDR-4 and cache design. The Advanced computer architecture syllabus focuses on the concept of memory models and on-chip networks. The last section of the course will go into hardware security,low-power design, and dependability.

Have you just started using Jenkins as your CD/CI tool? Is automating your software deliveries what you’re looking for? Then the Introduction to Jenkins course by edX is an ideal choice, as it will teach you to do these, along with the necessary guidelines for setting up CI/CD workflows through the Jenkins automation server. You will also learn about CI/CD essentials and how to transform the overall software delivery procedure efficiently.

The ten-week Introduction to Jenkins certification syllabus will familiarise you thoroughly with the Jenkins automation server. You will obtain in-depth instructions to set up and use your CD/CI workflow and know about Jenkins’ role in a software developer’s life cycle. Moreover, you will also acquire holistic insights about installing Jenkins servers, building its software, and managing third-party plugins/integrations. You will master securing and scaling Jenkins.

The Introduction to Jenkins programme is an introductory, self-paced course, part of edX’s Professional Certificate. Offered by the Linux Foundation, this curriculum also offers two options - free auditing or paid certification which is the verified track. The verified track also offers unlimited access to the materials of the programme while the audit track gives limited but free access.

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.

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.

Big Data Analytics Using Spark course will be helping the students in analyzing the big data sets using the mechanisms of MapReduce, Jupyter notebooks and spark technologies. The ten week Big Data Analytics Using Spark course is the fourth in a series of the “Micro Master” programme by edX. Students will be learning about the difficulties that arise in the parallel computation system. Students will be taught both unsupervised and supervised methods of performing machine learning functions on data sets in the Big Data Analytics Using Spark programme. 

The candidates will also be learning about the machine learning library (MLLiB) mechanism in detail and in a comprehensive manner. Big Data Analytics Using Spark by edX will be conducted by experts of computer science. During the course, students will be provided with assignments and video lectures for comprehensive learning. The students will gain and build experience in the machine learning environment using the various tools available. The Big Data Analytics Using Spark certification will be guiding the candidates advanced level. 

There are 2 tracks namely the audit and the verified track which are self-paced. The candidates may choose any of these tracks and can be enrolled. The main differences between these 2 tracks are access to the course materials and certificate of participation. During the audit track, the access is limited and no certification is given whereas during the verified track, access is unlimited and a certification is also offered.

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 CS50's Computer Science for Lawyers Certification Course is a self-paced online course specially prepared for lawyers and law students. This computer science course can be covered in a span of 10 weeks. The course will take the learners through a journey of basic to advanced level of computer science with a stress on the legal implications of technological decisions. Candidates can attend the course according to their own pace since it is self-paced catering to the requirements of each learner.

The CS50's Computer Science for Lawyers Training will be provided by the faculty of Computer Science at Harvard University. The course will be available on the HarvardX platform in collaboration with edX. Once the course videos and materials are covered, candidates can take part in the assessments to win the CS50's Computer Science for Lawyers Certification by edX and Harvard University.

Edx has 2 tracks in which the students can be enrolled - one is the audit track and the other is the verified track. The free audit track can be upgraded to a paid verified version which offers an unlimited version. Edx has 2 tracks in which the students can be enrolled - one is the audit track and the other is the verified track. The free audit track can be upgraded to a paid verified version which offers an unlimited version.

Any cloud-native ecosystem requires a functional service mesh, and it is one of the most critical components. The Linux Foundation offers the Introduction to Service Mesh with Linkerd course on edX, to impart knowledge of the usage of an open-source, ultralight CNCF mesh service for Kubernetes, Linkerd. 

In a Kubernetes ecosystem, you can add reliability, observability, and security to an application, using the right service mesh. Through this introductory course on edX Service Mesh with Linkerd online training, candidates will be able to gain invaluable practical knowledge of one of the most popular and in-demand cloud-native technologies. Mr. Charles Pretzer will be your program instructor.

Further, during this ten-week-long program, candidates will get instructions on downloading the required software and performing practicals simultaneously with the lessons. The Introduction to Service Mesh with Linkerd training program is self-paced, and candidates can complete it on their own by dedicating three to five hours per week. There are 2 tracks namely audit and verified tracks which need to be chosen by the candidates for learning the course. The verified track offers unlimited access with a certificate whereas the audit track offers limited period access to the course materials with no certificate.

The course is based on the programme Tech for Good, designed by UNESCO and Centic.br which aims for the development of information society. It brings leaders and developers in the field of information and communication (ICT), and sustainable development to demonstrate how digital technology has changed the lifestyle of the people.

The Tech for Good: The Role of ICT in achieving the SDGs training addresses the main approaches of ICTs for SGDs, and acknowledges the learners how the technology is used in government services and citizens. The course provides a complete overview of ICT infrastructure, promoting digital inclusiveness, creating systems, expanding knowledge in society, and connecting them to the outer world. The module also provides information on artificial intelligence, metrics for data analysis, case studies, and challenges of the technology.

The Tech for Good: The Role of ICT in achieving the SDGs programme is free available. Candidates who want to learn about these topics can enrol for free. EdX provides two options to join the programme, namely, the verified and free audit tracks. In the former, the candidates will have unlimited access and a certificate of completion and in the latter, they will have access to the programme only for a limited duration. 

The world is driven by data. However, with this advancement, identity breaches and data thefts have also increased. Hence it is crucial to a new and more resilient approach to identity management. We need to ensure user privacy and data security through robust infrastructures and transactions.  Block-chain-based security management is gaining popularity. To understand how it works, you can join the Becoming a Hyperledger Aries Developer online course.

Becoming a Hyperledger Aries Developer by edX curriculum focuses on various applications of Hyperledger Aries components. You will learn about the tools, reusable components, and libraries of the open-source Aries projects. To understand this course in its entirety, you need to have a basic foundation of what Ursa is and does. 

Becoming a Hyperledger Aries Developer is a seven-week introductory course in Computer Science. You can complete the course by devoting about two to three hours a week.  The educators for this training will be Stephen Curran and Carol Howard from The Linux Foundation. According to their preferences, students will be able to select either the verified track or the audit track. For free limited access, they can pick the audit track whereas for the unlimited version, they will need to pay to pick the verified track.

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.

The Software Engineering Essentials program is offered by edX in partnership with TUM. It introduces learners to fundamental concepts of object-oriented software engineering. By taking this course, you will study and apply UML patterns, modelling, and project management techniques that are used to develop complex software systems.

Software Engineering Essentials certification course in an interactive online program spread over ten weeks of learning and activities. Each week's module includes various problems for you to solve and implement your knowledge. Multiple choice quizzes, drag-and-drop exercises, and peer review problems are a part of this certification course.

Moreover, Software Engineering Essentials training requires you to write source code in Java for given problems. For this, you will receive immediate feedback to improve your solution and perform better iteratively. You will also receive a verified certificate after completing this course which can be added to your resume, LinkedIn profile, or Curriculum Vitae (CV). 

The students may choose any one of the tracks available namely verified and audit to complete the programme. Both the tracks are self-paced but during the audit track, the candidates will get limited period access to the course materials. On the other hand, the verified track will offer unlimited access for the students to learn from the course.

In the Machine Learning Fundamentals certification course by edX using real-world problem statements students will learn to figure out the features of topics in the corpus, classify the given images, group people according to various profiles depending on their personality and also capture the semantic structure of words available. With the information learnt in the Machine Learning Fundamentals training, the students will learn to analyze different types of data and also they will be able to build predictive and descriptive models. The Machine Learning Fundamentals certification has the following included in its curriculum- conditioned probability, linear models, random forests, reduction, bagging, and many other topics that deal with the domain of machine learning. 

The examples that will be provided in the Machine Learning Fundamentals programme will be in the language of Python and will use Jupyter Notebooks. The candidates will also be practising various types of algorithms using data science and its applied tools. The Machine Learning Fundamentals online course will provide students with both discriminative and generative models. There are 2 tracks namely the audit track and the verified track into which the candidates may enroll. The candidates may access the course for a lifetime by paying a fee which is called the verified track, and the audit track asks for no fees but offers limited period access to the course.

Introduction to DevOps and Site Reliability Engineering by edX provides an amazing chance for all the students who want to pursue a career as a site reliability engineer. Candidates need to attend all the classes in online mode only. Introduction to DevOps and Site Reliability Engineering syllabus is created by The Linux Foundation in collaboration with edx platform. Candidates need to spend 10 weeks completing this program. 

Students should study 1-2 hours each week through Introduction to DevOps and Site Reliability Engineering certification. Participants will be able to understand the basic concepts related to the subject of computer science. Experienced faculty will provide tips and tricks for becoming successful in the field. Introduction to DevOps and Site Reliability Engineering by edX is an introductory-level course. Certification for the program will be provided with the name of the students and the logo of the collaborated university once the programme is completed successfully. Verified certification and unlimited access will be given after paying the required fee in the verified mode. Limited course access with no certification is offered in the audit track which is free of cost.

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.

The Causal Diagrams: Draw Your Assumptions Before Your Conclusions training course by edX actively points out the different methods of using causal diagrams and how they are useful in many disciplines such as statistics, epidemiology, policy evaluation, sociology, psychology, and many more. Here, the implications of causal diagrams and also their limitations are shown.

The Causal Diagrams: Draw Your Assumptions Before Your Conclusions certification syllabus comprises seven guided lessons in its first part. In the lessons taught in the Causal Diagrams: Draw Your Assumptions Before Your Conclusions certification course there will be introductions to DAGs, SWIGs; their rules, and problems, and also about confounding. Case studies about the real implications of the Causal diagrams will also be shown in the Causal Diagrams: Draw Your Assumptions Before Your Conclusions programme. There are also provisions of 90 % financial assistance for the low-income grade participants. It is a self-paced online programme. The Causal Diagrams: Draw Your Assumptions Before Your Conclusions certification course is verified by Harvard University.

The Certificate can be accessed in the verified track. The participants can share the certificate on all platforms such as Linkedin. The certificate will fetch a good career option and also better connections in Linkedin. 

There are two pathways in which enrolling in this course of edX is possible. One is the verified track, and the other is the audit mode. During the audit mode, the candidates shall have limited time access to the course, but access becomes unlimited during the verified track.

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.