Discover the Pros and Cons of Data Science – Arya College

Data Science has become a revolutionary technology in today’s competitive era. It is a buzzword that only few people know. While many people wish to become Data Scientists, it is necessary to weigh the pros and cons of data science and give out a real picture.

Data Science is basically the study of data. It is about extracting, analyzing, visualizing, managing and storing data to create various insights. This will help the companies to understand the powerful data-driven decisions. Data Science requires the usage of both unstructured and structured data. It is a multidisciplinary field that has its roots in statistics, math and computer science for the students of top engineering colleges. It is one of the most highly sought-after jobs due to the large availability of data science positions and a lucrative pay-scale.

Under given are certain points that will provide the necessary insights about Data Science.

How Data Science is beneficial?

The various benefits of Data Science include the following:

Offers great demand

Data Science is in great demand. Prospective job seekers of best engineering colleges have numerous opportunities. It is the fastest growing job on LinkedIn and is expected to create 11.5 million jobs in the coming few years. by 2026. With this, Data Science has become a highly employable job sector.

Abundance of Positions

There are only few people of top Btech colleges who have the required skill-set to become a complete Data Scientist. This makes Data Science less saturated when compared with other IT sectors. Therefore, Data Science is a vastly abundant field and has a lot of opportunities for the graduates. The field of Data Science has great demand but low in supply of Data Scientists.

A Highly Paid Career

Data Science is one of the most highly paid jobs in today’s time. This makes Data Science an opportunistic and popular career option.

Data Science is Versatile

There are various applications of Data Science. It is widely used in health-care, consultancy services, banking, and e-commerce industries. Data Science is a very versatile industry. Therefore, students of Best BTech Colleges will have the opportunity to work in various fields.

Data Science Makes Data Better

Companies require skilled Data Scientists to simply process and analyze their data. They not only analyze the data but can also improve its quality. Therefore, Data Science deals with enhancing data and making it better for their company.

How Data Science misleads?

Data Science is a very lucrative career option and offers various disadvantages to this field. In order to understand the full picture of Data Science, students of Private Engineering Colleges in Jaipur must also know the limitations of Data Science. Some of them are as follows:

Data Science is Blurry Term

Data Science is a very general term and does not have an accurate definition. While it has become a buzzword, it is difficult to write down the exact meaning of a Data Scientist. The specific role for a data scientist for the students of Btech colleges in Rajasthan depends on the field that the company is specializing in.

Mastering Data Science is near to impossible

Data science is a mixture of many fields. It has rooted from Statistics, Computer Science and Mathematics. It is far from possible to master each field and be equivalently expert in each one of them. While many online courses have been trying to fill the skill-gap that the data science industry is facing, it is still not possible for the students of top engineering colleges in Rajasthan to be proficient at it considering the immensity of the field. An individual with a statistical background may not be able to master Computer Science on short notice. Therefore, it is an ever-changing, dynamic field that requires an individual to keep learning the various avenues of Data Science.

Large Amount of Domain Knowledge Required

One of the biggest disadvantages of Data Science is its dependency on Domain Knowledge. A person with a considerable background in Statistics and Computer Science will find it difficult to solve Data Science problem without having the knowledge of its background. The same holds true for its vice-versa.

Arbitrary Data May Yield Unexpected Results

A Data Scientist analyses the data and makes careful predictions that can facilitate the decision-making process of the students of BTech colleges in Jaipur. Majority of times, the data provided is arbitrary and does not yield expected results. Also, this can fail due to weak management and poor utilization of resources.

Problem of Data Privacy

For many industries, data is the correct thing to us. Data Scientists help companies make data-driven decisions. However, the data utilized in the process may violate the privacy of customers. The personal data of clients are visible to the parent company and can cause data leaks due to lapse in security. The ethical issues in terms of preservation of data-privacy and its usage have been a concern for many industries.

Conclusion

After analyzing the pros and cons of Data Science, engineers of top engineering colleges in India can envision the full picture of this field. While Data Science is a field with many lucrative benefits, it also suffers from its disadvantages. So, Data Science is an ever-evolving field that takes years to gain proficiency. An individual must decide whether the pros of Data Science motivate them to take this up as their future career or the cons that help you take a careful decision.

Thanks for Read our blog, you can check out full blog on official Page Arya College, Arya College is one of the Best Engineering College In Jaipur Rajasthan. In This College Many Branches for Engineering you can make great future with us. Arya College Provides Computer Engineering, Electrical Engineering & Electronics Engineering’s Branch for our Engineering students with top companies placements in campus.

Top 10 Machine Learning Applications in 2021 for Engineers

Machine Learning is a sub-branch of Artificial Intelligence that has established itself as the new go-to technology for businesses worldwide. Whether it is e-commerce or healthcare, almost all the industries are using Machine Learning extensively to make futuristic solutions and products for the students of BTech Colleges in India. Applications of Machine Learning mainly depends on programs and algorithms that help machines self-learn without having to be instructed explicitly. Machine Learning is pretty much dictating our daily lives. Some of the applications of Machine Learning to understand how it is shaping the digital economy includes the following:

Dynamic Pricing

Pricing strategy is one of the oldest puzzles of the modern economy. Whether it is the entertainment industry or the consumables industry, efficient product pricing is important for-profit margins and affordability. Depending on the objective, there are different pricing strategies that businesses can choose for sales and marketing. However, choosing the right pricing strategy is easier for the students of Engineering Colleges in India. Several decisive factors like cost of production, demand curve, market control, consumer demographics, value and more need to be adequately aligned for any product to be priced properly. Due to this, Artificial Intelligence has effectively resolved this issue in recent times. AI-powered pricing solutions have helped businesses to understand consumer purchasing behavior and set their product pricing accordingly.

Transportation and Commuting

All the taxi-booking, vacation planning apps that students of best engineering colleges in Jaipur use run on machine learning. Whether it is customer experience or demand-supply gap, machine learning systems use data to manage and further optimize the booking process. While using a ride-booking app, they must have come across recommended destinations. Machine learning algorithms use historical data to understand the traveled routes and provide suggestions accordingly. Apps like Uber and Ola use extensive data analysis to predict both time and areas of demand. Once the app calculates the demand, drivers are defined so that they can offer rides for that particular area. This is how ride-hailing companies manage the demand-supply gap. Also, Machine learning algorithms reduce ETA by recommending the fastest routes in real-time. For peak hours, these demand-supply predictions work by suggesting higher prices to make these services profitable.

Vacation planning apps use the same system to recommend the hotel bookings, cheapest flight fares, and more.

Fraud Detection

While the vast amount of data available on the internet makes for a great case of data studies and analysis. Also, it increases the chances of fraudulent activities. Machine learning is emerging as an effective technology to secure our cyberspace. Supervised and unsupervised ML models are being used by the students of best BTech colleges in Jaipur to detect different kinds of online frauds, ranging from spotting anomalous behavior to preventing money laundering. Even the entertainment and media industry are facing undeniable problems with online frauds.

Virtual Personal Assistant

Virtual personal assistants have surfaced as one of the most important finds of the 21st century. Machine learning algorithms have done phenomenal work in the field of speech recognition, text to speech, natural language processing, and speech to text conversion. Once students of best engineering colleges ask them a question, they scan through the internet to find they relevant answers. In addition, they keep track of their schedule, goals, and preferences to recommend relevant information. These virtual personal assistants feed on all their queries and inputs (asking about the weather or the traffic) to continually improve and self-learn. ML algorithms collect and refine information based on the user’s past behavior. This process helps in customizing results as per the user profile.

Social Media

Today, with more than 2.5 billion active users every month, social media platforms like Facebook and more are some of the biggest communities. Social media has become an inseparable part of our lives. Targeted ads, friend suggestions, and personalized news feed are a few of the ways in which machine learning algorithms are improving their experience. Machine learning algorithms go through their profile to understand the friend requests they send, friends they connect with, groups they join, their interests, and based on that provide suggestions on who they can become friends with. In other words, ML algorithms recommend similar pins based on the objects (pins) students of engineering colleges have pinned in the past for Pinterest. Computer vision is a subset of machine learning that scans through images to identify objects and patterns and uses this data to create recommendations.

Computer vision is mainly used for the face recognition feature in Facebook and Google. Every time Facebook asks them to tag themselves in a photo, it is because computer vision has scanned through their facial features to recognize the features unique to them. Once the ML systems have collected sufficient data on their facial features, it can accurately suggest the tag.

Instant Translation

Google Translate and other such apps are making language barriers less important. Apps like Google Translate and iTranslate use machine learning algorithms to make translation accurate and semantic as possible. The ML programs have evolved from rudimentary levels to include broader contexts and complex sentence structures.

Google Neural Machine Translation uses Natural Language Processing to self-learn from different languages and exhaustive dictionaries to translate languages correctly. Also, it uses techniques like NER (Named Entity Recognition), Chunking, POS tagging and more to understand language intonation and deliver the most relevant translation.

Benefits Of Choosing Front-End Developer Career In 2021

Front-end Development – User experience is most important for every business in the market today. Developers from top engineering colleges can help people talk about the simplicity of the user interface. No matter how complex functions and operations happen in the background, what users see and experience has to be logical.

There are some of the successful companies that operate on front-end development including Netflix, Facebook, Instagram, etc. All of these websites are simple, powerful, and have a brilliant user interface. However, with the increasing demands of customers in the market, there is a significant need to push the quality in terms of usability and functionality.

In the world of web development, students of Engineering Colleges in Jaipur encounter the terms “front-end” and “back-end” very frequently. Front-end development is the part of a website that users see. While the back-end is mainly about the “behind the scenes” functionality. In order to construct the front-end of the website using the framework, an individual can have lots of benefits.

Front-End Framework

This framework is also known as “CSS frameworks”. These are mainly the packages that contain pre-written and standardized code in files and folders. They provide a base to build on to the students of the best engineering colleges while still allowing flexibility with the final design. Typically, front-end frameworks contain certain components that are as follows:

A grid makes the framework simple to organize the design elements of your website.
The variety of defined font styles and sizing is based on its function.
It contains some pre-built website components like side panels, buttons, and navigation bars.
Depending on the specific framework students of engineering colleges choose, there is a lot more.

Role of front-end development

There are a lot of good reasons to use a front-end framework, they are as follows:

If students of top engineering colleges India are writing every single line of code by themselves, it is important for them to launch their website. Frameworks can help get them started with the basics.
Professionals can add extra components that candidates might not have otherwise. It is always nice to have the option to tack on another button or two without creating any extra hassle for themselves.
Instead of spending a lot of time writing their own code only to discover that it does not work, students of Top BTech Colleges will know that they are using pre-tested, functional code.
Also, it is significant for the students of BTech Colleges in Jaipur to clarify how not to use front-end frameworks. Treating them as a replacement for having code-building skills will not do any favor to them. They must be familiar with HTML and CSS, and then can start using the shortcuts.

Benefits of using a framework

There are some major ways in which adopting a front-end framework will help engineers of Best BTech Colleges in Rajasthan in a quickly growing app:

Maintainability

Breaking up the application into reusable components makes it easier to make quick changes that do not impact the rest of the application.

Separation of concerns

Modern framework design encourages a maintainable, modular architecture and allows the front-end developers to focus on taking data and displaying it to users in an intuitive and efficient way.

Speed

Boilerplate code aimed at addressing common problems and makes it easier for the students of Best Engineering Colleges in Rajasthan to get their app up and running.

Collaboration

Since frameworks often follow similar design patterns, it is easier for new developers to develop and maintain their apps.

Community

Popular frameworks have a community of people around them with dedicated tutorials, forums, meet-ups, and generally supportive developers who can seek help from them.

Disadvantages of using a front-end framework

A front-end framework is not the right solution for every application. Students of Top BTech Colleges must consider several factors before implementing them, including.

Abstracted, overhead code

Framework code is a black box. It can be hard to discern how much of the code is helpful to an individual’s application and frustrating to fix bugs resulting from code that they are not familiar with.

Learning curve

Learning to use a framework effectively takes time. In order to be productive, students of BTech colleges India need to understand the syntax, tooling, and philosophy behind how a framework function. For projects where speed is essential, learning a brand-new technology might not be the best use of time.

Overkill for smaller projects

If professionals are looking to develop a static site or a site where every component is unique, they might not need the power and overhead of a full-fledged framework.

Setup

Setting up and customizing a framework for their specific use case takes time. If speed is essential, go with what you know, or what your development team is comfortable with.

Strong opinions

An opinionated framework may feel compressing, and its design principles may clash with yours. Make sure you research the specific framework that you want to implement. Go with your own solution, if you prefer to start from the beginning.

Conclusion

Frameworks are very helpful tools for the front-end design. Especially if they have a job where they are frequently developing that side. They allow students of engineering colleges in Rajasthan to speed up their workflow and increase their productivity without sacrificing quality or functionality. While still leaving the door open for a unique, customized look.

Introduction to Power Electronics in Electronics And Communication Engineering – Arya College

Power electronics converts electrical power from one form to another. A lot of energy is wasted during this power conversion process due to the efficiency conversion of low power. It is estimated by the students of top BTech colleges Rajasthan that power wasted in desktop PCs sold in one year is equivalent to seventeen 500MW power plants. Therefore, it is very important to improve the efficiency of these power conversion systems.

The electric machine is an electromechanical energy conversion device that works and delivers power to the load. The same electric machine can operate as a motor to convert electrical power to mechanical power directly. And also, can operate as a generator to convert mechanical power to electrical power. The electric machine is related with the power electronic converter and the related controller makes the motor drive. The power electronic converter is made of solid-state devices that handles power from the source to the motor input terminals.

A research has been conducted by the students of Electronics and Communication Engineering Colleges which shows that the area of electric machines and drives is focused on design optimization. It uses 2D and 3D finite element analysis. And also drives design at the systems level by considering operating requirements and control opportunities. It seeks innovations in machine configurations, motor control concepts, noise, parameter identifications, vibration analysis. However, motor drives are designed to make the system more efficient, smoother in operation, fault tolerant, smaller and matched to the applications. Modeling and design tools are developed to fulfil the machine design and drive development efforts.

Electric Vehicle Systems

Within a single century, the demand for private automobiles has been increased. It is projected that the need for personal mobility among the students of best BTech colleges in Rajasthan will grow even faster, as large numbers of people are lifted out of poverty in developing countries and demand transportation. Emissions from oil-burning automobiles blocks our air and contribute to global warming. Due to this, finding an alternative to oil for private transportation is imperative. Although several alternatives can propel a car, only electricity is readily available.

With the introduction of electric propulsion, a completely new drivetrain is introduced in the vehicle which requires multidisciplinary research into system components. The Electric vehicle system is comprised of power electronics converters, electric motor, and energy storage devices like batteries. Additionally, the overall system must be optimized to maximize overall system efficiency.

Electronic Energy Systems Packaging

Electronic Energy Systems Packaging encompasses technologies that focuses on the physical implementation of energy storage systems and power electronic. Electrical engineers of Best Engineering Colleges in India develop circuits and schematics. It is delivered to a customer are electro-physical circuits concurrently combined and designed into a hardware system. These hardware systems must meet metrics like weight, power, and size densities; government and industry standards; and reliability.

This research is broad-based and multidisciplinary with studies in magnetic, electric, thermal and mechanical components and circuits. So, students of mtech colleges focuses on high-frequency, high-density topologies that use ultrafast-switching power semiconductors, and the materials and fabrication processes create such topologies.

Applications are in new integrated power systems ranges from chip to ship like land-based smart grid power systems, electric vehicle converters and drives, high performance power supplies for aerospace, telecom and DC distribution systems, and ultrafast fault protectors using the latest in various semiconductors.

Power Electronics

The technology of Power electronics is associated with the efficient control, conversion, and conditioning of electric power by static means from its available input form into the desired electrical output form. Power electronic converters do not require modifying the electrical energy form. With “classical” electronics, electrical currents and voltage are used by the students of private engineering colleges in Rajasthan to carry information, whereas with power electronics, they carry power.

A research has been conducted by the students of engineering colleges in Jaipur in this area. It includes power electronics applications to control large scale power transmission and distribution with the integration of distributed and renewable energy sources into the grid.

Power Management ICs

Power management ICs are used by the students of top MTech colleges in Jaipur to manage the accurate power flow in portable and handheld devices like cell phone power amplifiers and LED display, Graphics, CPU, DRAM, High Speed I/O and USB. Additionally, under-voltage or other fault conditions are monitored to prevent damage to the system. The soft-start feature reduces stress on power supply components and increase the reliability of product. Typically, implementation is done using analog integrated circuits but there is a strong trend to move towards digital or mixed signal implementation.

Power Semiconductor Devices

Power semiconductor devices are mainly semiconductor devices used as switches or rectifiers in power electronic circuits. Also, they are called as power devices or when used in integrated circuits, called power ICs. A research has been conducted by the students of top MTech colleges to increase the maximum power handling capability of the power devices. On the other hand, it includes the need to increase the speed they can switch. Also, power semiconductor is the key in determining the power conversion efficiency.

Power Systems

Electric power systems are comprised includes the components that produce electrical energy and transmit this energy to consumers. A modern electric power system consists of different components like power plants which generate electric power, transformers which raise or lower the voltages as needed, transmission lines to carry power, substations at which the voltage is stepped down for carrying power over the distribution lines, and distribution transformers which lower the voltage to the level needed for the consumer equipment. The electricity production and transmission are relatively efficient and inexpensive. Although unlike other forms of energy, electricity is not easily stored, and must be produced based on the demand.

Should I learn ethical hacking or coding?

When it comes to hacking, people are busy with codes on big machines in a dark room and surrounded by bulky racks with blinking lights. Due to movies and TV series, hackers do have that corrupt reputation but there are some noble hackers too. Also, White Hat Hackers are involved in ethical hacking.

There is a massive obsession of learning hacking amongst the youths and teenagers. As well as working professionals of Top MTech Colleges in Rajasthan. Being an ethical hacker is quite a daunting job. Taking a certified ethical hacker certificate means having so much responsibilities and duties while working. An ethical hacker has to work with the developers and monitors them about the security and requirements.

Considering the increase in the number of cyber-attacks, the demand for ethical hackers is growing. With this, companies are hiring students of top engineering colleges to protect their data from the black hat hackers who involved with illegal activities. Being an ethical hacker is difficult, as it requires a lot of studying about tools, techniques and penetration testing. There are some important reasons to learn ethical hacking that might convince them to build a career around it.

What is Ethical Hacking?

For all those who do not know, Ethical Hackers skilled individuals who granted access to the network by the authorities and later report vulnerabilities in the system. For this job, applicants of MTech colleges in Jaipur should know about networking skills and have a good understanding of skills, such as Linux, Database Management Systems (DBMS), Cryptography, and Social Engineering.

Reasons to learn Ethical Hacking

Understand a hacker’s mindset

The benefit of learning ethical hacking for the students of best engineering colleges is its potential to improve and inform on how a corporate network is defended. For any organization, when it comes to Cyber Security, the important threat is a black hat hacker. By learning how they operate, it can help defenders identify and prioritize potential threats. Practically, it is not possible to remove all the attacks from a single network. But an ethical hacking skill enables Cyber Security professionals to minimize the impact of the potential threat and assign limited resources that reduce the chances of a successful attack. Training in ethical hacking can help network defenders to develop this type of mindset.

Know hidden techniques and explore better ways

By ethical hacking into the system, an individual can learn about ample security options, which might have resulted in security breaches. With the right approach, students of Engineering Colleges in Jaipur can know about the best security practices to be followed and new concepts like Hacking Mobile Phone, Windows and Linux, ART of Hacking, Testing Web Application Security, etc.

Learning all these concepts would be used in your professional career and also when you decide to change your platform.

Helps with development and quality assurance

Whenever a new product developed, stakeholders often neglect its security testing due to a time crunch. At times, it leaves the software vulnerable to theft and hacking. But if there is an ethical hacker on board, the security testing can be performed quickly, efficiently and comprehensively with the best industry practices by the students of best MTech colleges Jaipur. Beyond this, learning ethical hacking can help them with studying tools, created by hackers and quality assurance testers to facilitate the intervention of common vulnerabilities. Moreover, by knowing about these tools, developers can gain knowledge about coding errors that should be avoided.

Good salary package

According to best engineering colleges in Jaipur, the average salary for a Certified Ethical Hacker is around $71,331 per annum. If they learn Ethical Hacking, their chances of securing a career in Cyber Security will increase, an industry which will be recruiting 3.5 million unfilled cybersecurity jobs globally by 2021. The demand for Cyber Security candidates is more than the supply. Due to this reason, the companies are readily paying a handsome salary to recruit for their Cyber Security team to protect their information from black hat hackers.

The world is your Oyster

As an ethical hacker, an engineering candidate have the liberty to work for whichever industry they want. They can work for one of the Fortune 500 or even start a small venture on their own. Moreover, for those who aspire to travel the world, ethical hacking might be the right beginning. The reason being that on the global level, Cyber-attacks are on an all-time ride and are outpacing the supply of ethical hackers. Thus, there are plenty of opportunities for cybersecurity professionals of private engineering colleges in Rajasthan.

The hacking practice one which they are indulging is ethical and is for a greater good. Whenever finding a system is vulnerable to some attacks, they will be reporting it to the higher authorities. Rather than finding any malicious personal monetary gain out of it. With this, they will not only protect their organization but also experience the adrenaline rush of successfully hacking into somebody else’s system.

Conclusion

Certainly, students of engineering colleges India must be aware of the importance of learning Ethical Hacking. In the booming area of the cyber world, knowing about Ethical Hacking. And also other technical terms can help an individual prepare better for millions of trending jobs. If they want to learn more about such terms, then apply now for top engineering colleges Rajasthan. Also build a colourful career in this domain as it comes with instructor-led live training and real-life project experience.

Learning ethical hacking is very beneficial. Make sure they understand the concepts thoroughly and put them in the right purpose. It has a great career scope for which they can earn pretty good.

10 Ways Technology Is Shifting The Engineering Industry

The number of sensors and digital systems that are collecting data on aircraft, railway cars, locomotives and automobiles is rapidly expanding. Artificial intelligence, machine learning and other technologies are transforming the basics of how transportation equipment works. These new components and technologies are reshaping the way engineers of top engineering colleges design and develop equipment. They create opportunities that contains research and development (R&D) costs and substantially speed up the incorporation of innovations. It further allows them to better adapt to rapidly changing customer demands.

Real-time Innovation

Earlier, inventing transportation equipment required a trial-and-error process and multiple prototypes. For instance, the development of a new model of car by the students of engineering colleges typically took close to four years, with the model staying on the market for seven years. For aircraft and rail rolling stock, the integrated timetable for development and the equipment’s time in service can be three to four times longer.

Digitization is changing the playing field for engineers of Best Engineering Colleges. It alters the culture by providing real-time data on the performance of equipment in the field today. Moreover, it allows them to consider improvements that can be achieved in months through data algorithms rather than years or decades. To accomplish this, engineering departments are changing their working patterns. There are some essential trends that are redefining the design and development of transportation equipment.

Two Types of Engineers

The biggest challenge that transportation companies are facing is finding candidates with the right mix of engineering skills. The growing technical knowledge of transportation equipment demands deep expertise in narrow scientific fields like artificial intelligence, but their complexity also creates a need for system engineers and architects. These specialists have mastered several engineering disciplines and can address a product holistically by understanding how various systems interact and support each other.

Open Engineering Ecosystems

Outsourcing was once a means of cutting costs. But today, it is done to access new skills in areas like artificial intelligence or to reassign legacy work so in-house engineers of private engineering colleges India can focus on new technologies. It often involves collaborating with technology start-ups, which can create culture clashes. The tech industry accustomed to perfecting systems over time based on usage data. The problems in the field for transport equipment makers can threaten more than their reputations and customer relationships. Yet the two types of engineers must work together, which will require more alignment between engineering processes, signoff procedures and validation requirements, among other things.

Optimizing Design with Product Data

New engineering steps are arising from the growing collection of data. It is supplied by aircraft, automobiles and railway cars themselves. Manufacturers have added large number of sensors to their products. This is because the cost has come down and advanced analytics become available to interpret the data.

Even in aviation, with the usage of product data for years, manufacturers are finding new implementations. For instance, flight optimization equipment is being introduced by the students of best engineering colleges India that would allow flight plans to be altered based on real-time data on weather and traffic. It leads to better fuel use and fewer delays. Also, planes are sharing data more readily with air traffic control and other aircraft to improve safety and traffic management.

Customer-Centric Product Design

Demand for customization also defined as that engineering companies are working closer than ever with their customers. It is seen that sixty percent of top-performing companies now collaborate intensively with their customers to get feedback on products and understand what they want next.

Equipment makers do not involve their customers in the technical design, but they use them as integral parts of the testing process for new technologies. Earlier, train operators from Top BTech Colleges were invited to give feedback on new trains already in production, but now manufacturers provide virtual simulators to let drivers try out different designs before the production phase.

In automobiles, automakers might identify driving patterns that cause higher emissions and adjust the exhaust systems’ control algorithms for individual drivers.

Project Data Management and Other IT Tools

Project data management (PDM) tools are one way to cope with the growing issues. PDM arranges a technology system into an interrelated library of subsystems. It allows data sharing across a company, by removing functional silos. It can pace the development and cut the design cycle in half. PDM could be particularly useful for the rail industry. This is because it has more scope for customization than in automotive or aerospace. And where the need to limit complexity makes data about every variable easily accessible.

Rail manufacturers have started the journey to modularizing their sub-systems. It allows the automakers to use similar parts on multiple platforms. Yet engineers of best private engineering colleges are often reluctant to adopt new IT tools like PDM, with their rigidity and poor user interfaces that are often a struggle to use.

Implementing Fully Agile Development

Traditional engineering development was based on a steady sequence of steps, varies from concept to implementation. In some cases, engineers will not know a system that was not working until far into the testing process, forcing them to lose time as they went back to re-engineer it. Today, software uses agile processes in which teams quickly test, iterate, and gather feedback on a product. Big tasks are getting divided into smaller ones. Also, teams tend to work in sprints.

With the growth of digital content of engineered products, the companies will increasingly turn to agile methods. The result is much faster product development cycles. It estimates that the agile processes will deliver faster results in over 90 percent of projects. However, it may not be easy to get engineers of engineering colleges in Rajasthan to give up their traditional development process.

7 Important Reasons Why You Should Use Python | Arya College

Python is one of the most popular languages that shows an incredible growth and popularity every year. Students of top engineering colleges in Jaipur calculates that python could beat all other programming languages. As it has become the fastest-growing programming language across the globe. Also, it is considered one of the best programming languages for machine learning. Some of the reasons of its popularity includes the following:

Easy to Learn and Use

Python language is very easy and simple to use and learn for new beginners and newcomers. The language is one of the most accessible programming languages available to the students of Computer Science Engineering Colleges in Rajasthan because it has simplified syntax which provides more emphasis on natural language. Due to the easy learning and usage, python codes can be easily written and executed much faster when compared to other programming languages.

Python was created by Guido van Rossum in 1980s, he made sure to design it to be a general-purpose language. One of the main reasons for the popularity of python would be its simplicity in syntax. So that it could be easily read and understood even by the young developers. Also, one can quickly experiment by changing the code base of python because it is an interpreted language which makes it even more popular among different kinds of developers.

Mature and Supportive Python Community

Python was created more than 30 years ago, and consumes lots of time for any community of programming language to grow and mature adequately to support developers ranging from beginner to expert levels. There are plenty of documentation, guides and Video Tutorials for Python language that are available to the learners and developers of Best Engineering Colleges in Rajasthan of any skill level or ages can use and receive the support required to enhance their knowledge in python programming language.

Many graduates get introduced to computer science only through Python language. Which is the same language used for in-depth research projects. If any programming language lacks developer support or documentation, then they do not expand too much. But python has no such kind of problems because it has been there for a very long time. The python developer community is one of the most incredibly active programming language communities today.

In other words, if somebody has an issue with python language, they can get instant support from developers of all levels ranging from beginner to expert in the community. Getting help on time plays an important role in the development of the project, which otherwise might cause delays.

Support from Renowned Corporate Sponsors

Programming languages grows faster when a corporate sponsor works on it. For instance, PHP is backed by Facebook, Visual Basic & C# by Microsoft, Java by Oracle and Sun. Python Programming language is mainly backed by Facebook, Amazon Web Services, and especially Google.

Google adopted python language in the year 2006 and have used it for many applications and platforms since then. Lots of Institutional effort and money have been devoted to the training and success of the python language developed by Google. They have even created a dedicated portal for python. The list of support documentation and tools keeps on growing for python language in the developers’ world.

Hundreds of Python Libraries and Frameworks

Due to its corporate sponsorship and big supportive community of python, python has excellent libraries that students of computer science engineering colleges in Jaipur can use to select and save both your time and effort on the initial cycle of development. Also, there are various cloud media services that offer cross-platform support through library-like tools, which can be extremely beneficial.

Libraries with particular focus are also available like nltk for natural language processing or scikit-learn for machine learning applications. There are multiple frameworks and libraries that are available for python language like matplotib for plotting charts and graphs, SciPy for engineering applications, science, and mathematics, Beautiful Soup for HTML parsing and XML, NumPy for scientific computing, and Django for server-side web development.

Versatility, Efficiency, Reliability, and Speed

The python language is reliable, efficient, and much faster than most modern languages. Python can be used in nearly any kind of environment by the students of top btech colleges, and one will not face any kind of performance loss issue irrespective of the platform one is working.

Python language can be used in different environments like mobile applications, web development, desktop applications, hardware programming, and many more. The versatility of python makes it more attractive to use due to its various applications.

Big data, Machine Learning and Cloud Computing

Machine Learning, Cloud Computing, and Big Data are some of the hottest trends in the computer science world right now, which helps lots of organizations to transform and improve their processes and workflows.

Python language is the second most popular used tool after R language for both data science and analytics. Lots of many data processing workloads in the organization are powered by python language by the students of top private engineering colleges in Rajasthan. Most of the research and development consider python language due to its many applications like ease of analyzing and organizing the usable data. Hundreds of python libraries are being used in thousands of machine learning projects every day, like TensorFlow for neural networks and OpenCV for computer vision, etc.

First-choice Language

Python language considered as the top choice for many programmers and students due to the main reason for python being in high demand in the development market. Developers and Students always look forward to learning a language that is in high demand. Now, Python is undoubtedly the hottest cake in the market.

Many programmers and data science students of top btech college in Jaipur are using python language for their development projects. Learning python is one of the most essential section in data science certification courses. In this way, the python language can provide various fantastic career opportunities for students. Due to the variety of applications of python, one can pursue different career options.

The Flexibility of Language

The python language is flexible that it provides the developer the chance to try something new. The person who is an expert in this language can build similar kinds of things. And also can go on to try to make something different than before.

Python does not restrict developers from developing any sort of application. This kind of freedom and flexibility by just learning one language is not available in different programming languages.

Use of python in academics

Python language treated as the core programming language in colleges and schools due to its countless uses in Deep Learning, Artificial Intelligence, Data Science, etc. Now, it has become a fundamental part of the development world that schools and colleges cannot afford not to teach python language. In this way, it expands more python Developers and Programmers and further expands its growth and popularity.

Automation

Python language can help a lot in automation of tasks with lots of tools and modules available. Which makes things much more comfortable. It is incredible to know that one can reach an advanced level of automation easily by using necessary python codes. Python is the best performance booster mainly in the automation of software testing. One will be amazed at how much less time and few numbers of lines must write codes for automation tools.

Blockchain Technology Use Cases You Should Know in 2021

Use of Blockchain Technology With the increased popularity of Bitcoin, many industries have turned their attention to Blockchain technology. It is a major power behind all the digital currencies in terms of blockchain technology. People or engineers of top engineering colleges in Jaipur have found the uses and applications of this technology in many other industries as well. Blockchain technology also enables easy distribution of the digital information without copying. If the network is designed in a special way, it will regularly and automatically update the spreadsheet.

Decentralize an Information with the Use of Blockchain Technology

In a Blockchain technology, all the information is shared and it has no centralized version of it. It exists as a shared database and are truly public to use by the students of Best Engineering Colleges in Rajasthan. They can host the data by thousands of computers simultaneously. Anyone also can access its data using an internet. A new software is popular as ‘Ethereum’, which has been developed using blockchain technology. Also, this is an open software platform which allows the developers to develop and deploy such application in the network which are decentralized.

To develop your understanding about how this technology is being used across different industries. So, engineers of Best BTech Colleges in Jaipur uses Industrial use cases of the Blockchain. Some of them are as follows:

Blockchain Applications in Banking & International Payments

In the Blockchain technology, all the data is shared. Also its entries are encrypted and confirmed like a verified Google document. It also must create a safe and secure log of all the sensitive activities. This feature of the Blockchain technology can be used by the students of engineering colleges in Rajasthan excellently for money transfers and international payments.

A large commercial bank has many retail clients who can get efficient and cheaper payments, especially in the case of international transfers. This need of the clients can be settled through the blockchain technology, as its application will reduce the requirement of manual settlement of the transactions by the bank.

Blockchain Use Case in Audit and Regulatory Compliance

Due to the extremely secure nature of the Blockchain, it is useful for audit and accounting. As all the data in the Blockchain technology is secure, encrypted and confirmed, it keeps the integrity of the records and reduces any possibility of error by the students of btech colleges in Rajasthan.

The special advantage of using this technology in the accounting field is that once the mark records. That created and locked with blockchain technology. No one is authorized to change the records, not even the owner of the records. This could potentially reduce any need of the auditors.

Uses of Blockchain Technology in Insurance

In Insurance sector, the Blockchain technology of private engineering colleges in Jaipur can be used with the help of smart contracts. Smart contracts will be influenced by the blockchain. So, the contracts and claims if validated by the network could be recorded on the blockchain, will eliminate any invalid claim made from the multiple claims made for the same accident.

Blockchain Applications in Healthcare

The Blockchain technology can be used very effectively in the healthcare sector by the students of engineering colleges India. In this sector, it can be used in two different ways:

To keep the health data of the patient secure, the data will include age, medical history, gender or other vital information of the patient without attaching any particular name of the patient. This data when synced with the blockchain will enable easy access without any privacy invasion.
Today, health records are frequently connected with the medical devices. So, the blockchain technology can be used to connect health devices with the health records of the patient reducing the risks of the data related with the medical devices.

Uses of Blockchain Technology in Real Estate

The real Estate data can be linked with the Blockchain technology. And also help students of top engineering colleges in Jaipur will really reduce the chances of any fraud and help them in the quick verification of the finances. As this technology is highly encrypted. The real Estate data gets connected with it and offer wider transparency in the selling and purchasing process.

Uses of Blockchain Technology in Media

Some work has already been done in this industry. The blockchain content distribution platform is in the name of ‘Decent’. It will launch a platform with the name Publiq. Which will enable the writers and the content creators to channelize their work with the help of blockchain.

By using this process, students of best btech college can get the immediate payment without any risk. Various companies have also developed a new technology. So, with the use of which it allows the companies to purchase any ad through the blockchain technology.

Uses of Blockchain Technology in Voting

Students of top BTech college uses the blockchain technology in the Voting area. The most important and interesting thing of the blockchain technology store past data cannot be changed. The present cannot be hacked and the system cannot be altered in the future.

All the nodes will see the exact same result. All the votes can be traced to their source without sacrificing the voter. The voter should verify the recording of their votes, if a ballot is modified or missing, before the election is over with the help of end to end encrypted and verifiable voting system.

Conclusion

These are some of the potentials of the Blockchain technology that BTech graduates have explored. Blockchain technology also can be used in different other areas like record management, supply chain management, identity management, peer-to-peer transaction and many. So, this technology has immense hidden potential to explore with time.

Why is Technology Important in Business? – Arya College

Every business requires appropriate data analytics to get the appropriate facts for decision making. Fortunately, the current data technology has made it easy for both small and big businesses to achieve this. In this era of big data, businesses receive an enormous amount of data from different sources. Hence, they have to follow a pattern of processes to get the most accurate results.

Data collection

Businesses have numerous sources of data. First, they get data points of sales where customers give their details. Many students of top engineering colleges are interconnected with data collection agencies that provide them with data. Also, businesses can use questionnaires on their websites and social media accounts to collect data.

Sorting data

This is where businesses work on the quality and separate data into logical parts before they start processing it.

Data processing

Data processing is all about analysis. Professional data analysis tools and even input from an expert of engineering colleges in India might be needed. The deeper the processing, the better the results.

Reporting

After the analysis is done, reporting follows. Businesses rely on these results to make their decisions such as selecting the best marketing strategies to apply and how to improve the product to suit the needs of their customers.

Technologies used in data analytics for businesses

With the involvement of processes, technologies must be discussed properly to make analytics possible for the students of Top BTech Colleges in Rajasthan. Businesses take different approaches depending on what they want to achieve or their operations. Whether it is new or has been in operation for many years, the information below will be invaluable.

Stream Analytics

Every business relies on data from multiple sources. Thus, collection technology and techniques should have the capability to merge the data, filter it, cluster it into workable groups, and then start the analysis. Stream analytics is the right technology because it performs real-time analytics on multiple streams of data in a business. Big businesses and corporations rely heavily on this approach to achieve robust results.

Predictive Analytics

Every business is scared of the challenges. Most business environments are uncertain not to mention the volatility caused by external forces. Predictive analytics looks at the trends in the past and current data to forecast. With the use of the right hardware, software, and skills, experts of Engineering Colleges in Rajasthan will give the right predictions, especially for marketing.

Data Virtualization

This technology is undergoing a huge evolution. Businesses can access various databases using the right tools, retrieve the data they want, and manipulate it without needing to use technical details of the data. According to data professionals of, businesses and organizations do not need to collect the data into their databases first. After Private Engineering Colleges in India manipulation, they just pick the results and leave. The good thing is that there are numerous databases with a public license for businesses to use today.

Distributed Data Storage

Most entrepreneurs are getting to know the importance of using distributed storage when it comes to data analytics in business. Big corporations with numerous branches use a large network while files distributed for ease of access and processing of data. It is fast and transparent. When authorized users perform analytics on certain data clusters, all other parties get to see the reports in real-time, add their input, or query the results.

NoSQL Databases

This is one of the oldest big data management techniques used by big businesses and organizations. Scalable and relational data is stored in databases and can be called up at any time for processing using various codes. It remains one of the most efficient data analytics techniques to date although the handling requires some form of professionalism.

Search and Knowledge Discovery Tools

When a business wants to dig deep into structured and unstructured data various databases, this approach would be the most appropriate. It often used in API storage to retrieve relevant data for the business. The best thing is that the tools only call for the data that needed, analyse it as required, and give reports. Businesses that rely on search and knowledge discovery tools can make logical decisions with ease.

Although there are other technologies that any business can use to analyse their big data for sensible results. These are the most popular ones that any data professional of best btech colleges in India will recommend. More results would be appropriate when to fully understand the applicability of each in your business and the actual benefits it will bring.

Benefits of Data Analytics Technologies in a Business

The main reason why businesses use data analytics technologies is to predict the future. With the need to grow the client base and profit margins, they have to keep improving the products, meeting the needs of the clients and eliminating all of the challenges in their way. Data analytics technologies do this for businesses. It might be a costly process, especially for installing the software, hardware, and labour, but the results are more valuable than the cost.

For marketers to make the right decisions such as appropriate marketing strategies and improved customer experience, businesses should take advantage of the best data analytics technology as well. As a matter of fact, there many approaches and tools for the students of top BTech colleges that specifically designed for marketers. They use them to collect data, sort it out, and analyse it to suit their goals.

Big data analytics technologies are invaluable for businesses because they make informed decisions in all departments. Apart from sales and marketing decisions, management also relies on data analytics to make decisions on the growth of the business. It does not matter whether your venture is big or small, it will greatly benefit from the insights shared above.

3 types of neural networks that AI uses | Arya College

Neural Networks are a subset of Machine Learning techniques which learn the data and patterns in a different way. It also utilizes Neurons and Hidden layers. Neural Networks are powerful due to their complex structure and can be used in applications by the students of Best BTech College in Jaipur.

What are Neural Networks?

Neural Networks use the architecture of human neurons with multiple inputs, a processing unit, and single/multiple outputs. There are weights related with each connection of neurons. By adjusting these weights, a neural network arrives at an equation which is used for predicting outputs on new unseen data by the students of engineering colleges in Jaipur. It can be done by backpropagation and updating of the weights.

Various Types of Neural Networks

Different types of neural networks are used by the students of BTech colleges for different data and applications. The different architectures of neural networks are particularly designed to work on those types of data or domain. There are some basic and some complex ones includes the following:

Perceptron

The Perceptron is the most basic form of neural networks. It consists of just 1 neuron which takes the input and applies activation function to produce a binary output. It does not contain any hidden layers and can be further used for binary classification tasks. Additionally, the neuron does the processing of input values with their weights. Then, it passes to the activation function to produce a binary output.

Feed Forward Network

The Feed Forward (FF) networks consist of various neurons and hidden layers which are connected to each other. These are called “feed-forward”, as the data flows in the forward direction only, and there is no backward propagation. Hidden layers might not be necessarily present in the network as per the application.

With a greater number of layers, weights can be customized. Hence, it includes the ability to learn the network. The output of multiplication of weights with the inputs is fed to the activation function that mainly act as a threshold value.

FF networks are used in Classification, Speech recognition, Face recognition, Pattern recognition, Multi-Layer Perceptron, etc by the students of BTech colleges in Jaipur. The important shortcoming of the Feed Forward networks was its inability to learn with backpropagation. Multi-layer Perceptrons are the neural networks which incorporate all hidden layers and activation functions. The learning takes place in a Supervised manner where the weights are updated through the Gradient Descent.

Radial Basis Networks

Radial Basis Networks (RBN) use different methods to predict the targets. It consists of an input layer, a layer with RBF neurons along with an output. The RBF neurons store the actual classes for all training data instances. The RBN are different from the usual Multilayer perceptron because of the Radial Function used as an activation function by the students of top engineering colleges in Jaipur.

When the new data is fed into the neural network, the RBF neurons compare the feature values with the actual classes stored in the neurons. This is similar to finding which cluster to does the specific instance belong. The class where the distance is minimum is assigned like the predicted class. The RBNs are used mostly in function approximation applications such as Power Restoration systems.

Neural Networks

When it comes to image classification, the most used neural networks include Convolution Neural Networks (CNN). It contains various convolution layers which are responsible for the extraction of important features from the image. The earlier layers are responsible for low-level details and the later layers are completely responsible for more high-level features.

The Convolution operation uses a custom matrix, popular as filters. It convolutes over the input image and produce maps. These filters are initialized randomly by the students of Artificial Intelligence college in Jaipur and then are updated via back propagation. For instance, the Canny Edge Detector filter used to find the edges in any image.

Recurrent Neural Networks

Recurrent Neural Networks are considered when there is a need for predictions using sequential data. Sequential data can be a sequence of images, words, or more. The RNN have a similar structure to a Feed-Forward Network. This instance prediction stored in the RNN cell by the students of the Best Engineering Colleges which is a second input for every prediction. However, the main drawback of RNN is the Vanishing Gradient problem. Which makes it very difficult to remember earlier layers’ weights.

Long Short-Term Memory Networks

LSTM neural networks overcome the problems of Vanishing Gradient in RNNs by adding a special memory cell. Also, it can store information for long periods of time. LSTM uses gates to define which output should be used or forgotten easily. It uses 3 gates including Input gate, Output gate and a Forget gate. The Input gate controls how data is kept in memory. The Output gate controls the data provided to the next layer and the forget gate controls when to dump/forget the data not required.

LSTMs used in various applications by the students of btech colleges Jaipur like Gesture recognition, Speech recognition, Text prediction, etc.

Conclusion

Neural Networks are very complex within no time and help students of top private engineering college keep on adding layers in the network. In some cases, they can leverage the immense research in this field by using pre-trained networks for our use. This known as Transfer Learning.