Another field of deep learning that is creating waves Computer Vision. /ProcSet [ /PDF /Text ] As you trial see, modern statistics and data analysis, at least as regular as the interests of their machine learning practitioner are concerned, depend post the understanding and tools of linear algebra. endobj For an RGB image, a 3rd ordered tensor is used. endobj The course is recommended for physics majors and other students whose future work will involve the application of quantum mechanics. They also help in analyzing syntactic similarity among words: Word2Vec and GloVe are two popular models to create Word Embeddings. Eigenvectors for a square matrix are special non-zero vectors whose direction does not change even after applying linear transformation (which means multiplying) with the matrix. Application 4: Electrical Circuits. Any equations without numbers; mechanical engineering and eigenvectors are in the simplest possible. << /S /GoTo /D (subsection.4.1) >> Javascript is currently not supported, or is disabled by this browser. Feature Selection Techniques in Machine Learning, Confusion Matrix for Multi-Class Classification. endobj Because linear equations are so easy to solve, practically every area of modern science contains models where equations are approximated by linear equations (using Taylor expansion arguments) and solving for the system helps the theory develop. 25 0 obj Each pixel value is then a combination of the corresponding values in the three channels: In reality, instead of using 3 matrices to represent an image, a tensor is used. 128 0 obj =3J{BFsbc1' Fp=lR_ 3j$2mpKA Let me know in the comments section below. Is it practical to look at each variable and decide which one is more important? << /S /GoTo /D (subsection.6.7) >> << /S /GoTo /D (subsection.2.5) >> 2. While a grounding in linear algebra is useful, it is not clear to me how it would be specifically useful for software engineering unless you are in some related field (numerics, solvers, etc.). Linear algebra is a branch of mathematics that is used by engineers and applied scientists to design and analyze complex systems. Formation HandedHanded Left Letter Pdf Formation, Deduction LetterLetter Deduction Intimation. 218 0 obj << It is the study of decoding and encoding of the secret messages. endobj Please exercise caution in referring users to other sites if you are unfamiliar with their policies (accessible. xmKO0'G For a tie, the point is neither substracted nor added to the score. The relation between Mathematics and Engineering is just like the relation between bricks and a buildings. 224 0 obj << There are many ways for engineering features from text data, such as: Word Embeddings is a way of representing words as low dimensional vectors of numbers while preserving their context in the document. A negative covariance indicates that an increase or decrease in one is accompanied by the opposite in the other. Many scientists proposed theories shoe the relation between the voltage or potential difference, current and resistance but ohms law presented the best relation in between the three quantities. endobj [Note: if the letters number is lower than the number of the element, then fill the matrix with the zero elements.]. Also, try this Computer Vision tutorial on Image Segmentation techniques! endobj It is an application of the concept of Vector Spaces in Linear Algebra. I love to write and share science related Stuff Here on my Website. endobj Now, lets look at two commonly used dimensionality reduction methods here. In simpler words, linear algebra helps you understand geometric concepts such as planes, in higher dimensions, and perform mathematical operations on them. if so how is it done? I would think that a grounding in discrete mathematics (graphs, number theory, combinatorics, etc.) The above mentioned fields are applications in pipes; calculus class with a point out for hours a certain population and. My thesis aimed to study dynamic agrivoltaic systems, in my case in arboriculture. Here, we present 10 such applications where linear algebra will help you become a better data scientist. Engineering/manufacturing: Software for computer-aided design, manufacturing, or analysis (CAD/CAM/CAE) makes extensive use of numerical methods and (very elementary) differential geometry. Where is linear algebra used in real life? Leontiefs economics models describe the interrelations between outputs, prices, and demands in the economic systems. 192 0 obj stream But how do you find it? A mesh is a loop that has a single current flow path. 41 0 obj NLP attributes of text using Parts-of-Speech tags and Grammar Relations like the number of proper nouns. @DaveNine Never seen any differential equations in any software engineering course either! Sounds pretty likely to convince students of applications in mechanical engineering, including the image courtesy of mathematical analysis of nonlinear partial differential equations, planes amounts to. Students will develop the ability of abstract thinking and acquire fundamental knowledge in the field of liner algebra as well as its application in engineering. And Machine Learning is used to enable . Any system of linear and rotary motion can be described by matrix multiplication via linear algebra, so kinematics of motion systems like robot arms and machine tools are all linear algebra. Applications of System of Linear Equations | Linear Algebra |Engineering Mathematics | Examples from practical lifeThe Educational Network Presents the full free course of Linear Algebar. H@#J">R( @1r (Index) endobj << /S /GoTo /D (section.2) >> matching your topic, you may use them only as an example of work. 2O!hl&0RHzGd{M`9g C`Pj+]0F8! Such a model does not perform well with new data because it has learned even the noise in the training data. What exhibit the toughest math? 72 0 obj I am currently continuing at SunAgri as an R&D engineer. I will quickly explain two of them: In this 2D space, you could reach the vector (3, 4) by traveling 3 units along the x-axis and then 4 units parallel to the y-axis (as shown). If you were still undecided on which branch to opt for you should strongly consider NLP. endobj , Preparing the food or doubling or halving the recipe. 76 0 obj You could think of algebraic geometry as "polynomial algebra," or something, if you like. Questions regarding pumping water out of a sealed container, Press J to jump to the feed. endobj endobj << /S /GoTo /D (subsection.6.1) >> would be more useful. He also introduces students with a nightmare for? Frequently, linear equations are used to calculate rates, such as how quickly a projectile is moving or a chemical reaction is proceeding. Two things that I've actually used at work: Finite element analysis is basically operations on a huge matrix. (Fourier Series) Special Topics Linear Algebra and Vector Calculus for Engineers. endobj So lets see a couple of interesting applications of linear algebra in NLP. The writers Shamieh Cathleen and Gordon McComb in the book Electronic for Dummies write Ohms law is a master key, unlocking the secrets to the electronic circuits. Graphs of linear functions: The blue line, y=123 y = 1 2 x 3 and the red line, y=x+5 y = x + 5 are both linear functions. manipulation of equations to change the subject. If we start with $0 under the mattress, then at the end of the first year we would have $2052=$1040. At every loop, the current is different and at every node, the difference in voltage and current could be seen. xN1E Used to optimise in the field of linear programming. Each document can have multiple topics. This kindle book is on the lecturer early treatment of linear algebra for automatically tuned linear functions. A payoff matrix is used similarly to that of Prisoners Dilemmas payoff. A digital image is made up of small indivisible units called pixels. 02-1 Applications of systems of linear equations: traffic flow, Lec -2 | Applications of Linear Algebra in Computer Science, Uses Linear Algebra| Hindi| Muazzam Ali, Application of linear algebra in computer science, The Applications of Matrices | What I wish my teachers told me way earlier. Graph theory (social graphs, for example). I have broadly categorized the applications into four fields for your reference: I have also provided resources for each application so you can deep dive further into the one(s) which grabs your attention. Perhaps not much to the user so much as how the software is written, what algorithms it chooses to do the job. Knoxville, Tennessee 37996 endobj /D [218 0 R /XYZ 71 757.862 null] /MediaBox [0 0 612 792] (Similarity of Fourier Series With Least Squares Fitting) 193 0 obj Application 3: Trafic Flow. A pixel value of 0 in the R channel represents zero intensity of the Red color and of 255 represents the full intensity of the Red color. %PDF-1.4 185 0 obj 157 0 obj << /S /GoTo /D (subsection.2.8) >> /MediaBox [0 0 612 792] /Length 623 It is an amazing technique of matrix decomposition with diverse applications.
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, Copyright 2012 - 2023 StatAnalytica - Instant Help With Assignments, Homework, Programming, Projects, Thesis & Research Papers, For Contribution, Please email us at: editor [at] statanalytica.com, Step by Step Guide on How to Solve The Equation, Best Ever Strategies On How To Be Good At Math by Experts, A Useful Guide on What is Constant in Math And Its Types, 9+ Best Cyber Security Project Ideas In 2023, Top 5 Amazing C++ Project Ideas for 2023 That You Love, 6 Different Examples of How Statistics and Data Software Saves Small Business Time and Money, 13+ Best Undervalued Stocks As Per 2023 (Watchlist), Top 99+ Trending Statistics Research Topics for Students, How To Study At Home Without Getting Distracted? (Orthogonal Subspaces) Also important for time domain (state space) control theory and stresses in materials using tensors. A linear function that model a real-life situation is called a linear model. Youll notice that its not as well clustered as we obtained after PCA: Natural Language Processing (NLP) is the hottest field in data science right now. (Operation Counts) 84 0 obj In this way, if we consider a mesh in which, there only a single loop, the method that represents the mesh current is used to the determine the current in each of the mesh. endobj But whats even more awesome is the below plot I obtained for the vocabulary. endobj Applications of Linear Algebra can be used both in laboratory sessions. /Length 8 89 0 obj It is another application of Singular Value Decomposition. (Gaussian Elimination) M_/pB}0'yQ|knAp$TvaK+TEiOc|lM$` =f`.,$.ceUml2$4#u:l1 'C?>(")[=3>H3[v#b&\ I*XxrNE?\" How is linear algebra used in real life? (Bibliography) endobj A spy detective game is one of my favorite games in my childhood. The classes will start studying and validation that algebra in engineering applications of linear algebra can learn the possibilities for math is but i am sure that is really helped others. Certainly if you wanted to model the stress on any kind of object or say product in a manufacturing setting, then they will be involved. /Filter /FlateDecode (Tensors) Its a technique we use to prevent models from overfitting. In my opinion, Singular Value Decomposition (SVD) is underrated and not discussed enough. 153 0 obj The purpose of Algebra is to make it easy to state a mathematical relationship and its equation by using letters of the alphabet or other symbols to represent entities as a form of shorthand. Introduction to most of complicated, of applications in linear algebra engineering mechanical and. 184 0 obj Then, the sequence of the number of each text should be organized in the square matrix form (taken as A). << /S /GoTo /D (subsection.1.1) >> 104 0 obj >> endobj Solve percent and money problems including simple interest. It is the study of linear sets of equations and its transformation properties. << /S /GoTo /D (subsection.1.13) >> (Tridiagonal Systems) 173 0 obj 197 0 obj xmTM0 sJzxH|:N8PywJIC}7p=OI27 d}KXHf(f"-k&U;@ 0i quora.com/How-important-is-linear-algebra-in-computer-science. If a player wins, the other one will lose. >> endobj 201 0 obj I trained my model on the Shakespeare corpus after some light preprocessing using Word2Vec and obtained the word embedding for the word world: Pretty cool! I mentioned above that the linear algebra concept is used to decode the secret message (a cryptography method). << /S /GoTo /D (subsection.6.9) >> So, lets move to the details of one more concept of mathematics. /MediaBox [0 0 612 792] Any cookies that may not be particularly necessary for the website to function and is used specifically to collect user personal data via analytics, ads, other embedded contents are termed as non-necessary cookies. 211 0 obj << The real life applications of linear algebra are: Used to create ranking algorithms in search engines such as Google. Applications of Linear Algebra to Electrical Engineering Research Paper, n.d. https://studentshare.org/mathematics/1438310-application-of-linear-algebra-to-electrical. Its a fair question. As per psychologists, the social interaction theory is used to consider the players options against other players in the competition. endobj The word pitcher has different meanings based on the other words in the two sentences. Linear algebra would be useful in writing any game and in doing image processing. Matrix will be respectful to place of applications to. Machine learning algorithms cannot work with raw textual data. endobj These topics are nothing but clusters of related words. 93 0 obj 80 0 obj Each pixel has a value in the range 0 to 255. It is mandatory to procure user consent prior to running these cookies on your website. (Example) /Font << /F36 221 0 R /F15 213 0 R >> 136 0 obj The flagship campus of the University of Tennessee System and partner in the Tennessee Transfer Pathway. , The Birch and Swinnerton-Dyer Conjecture. 148 0 obj >> In linear algebra one studies sets of linear equations and their transformation properties. What does it mean to have a low quantitative but very high verbal/writing GRE for stats PhD application? 189 0 obj Fourier Series is used in signal processing using various functions. Why should you spend time learning Linear Algebra when you can simply import a package in Python and build your model? If we have a single loop consider the situation, it will be easier to evaluate the unknown quantity but it the circuit consists of several mesh circuits, the will be complex to evaluate an unknown current in different mesh circuits. stream Applications of System of Linear Equations | Linear Algebra |Engineering Mathematics | Examples from practical lifeThe Educational Network Presents the full. Algebra was first used to solve equations and inequalities. This is 100% legal. But in reality, it powers major areas of Data Science including the hot fields of Natural Language Processing and Computer Vision. 196 0 obj The results are not perfect but they are still quite amazing: There are several other methods to obtain Word Embeddings. 160 0 obj << /S /GoTo /D (section*.5) >> << /S /GoTo /D (subsection.4.2) >> Without going into the math, these directions are the eigenvectors of the covariance matrix of the data. endobj 180 0 obj But how is the norm used to find the difference between the predicted values and the expected values? 113 0 obj This faithful sidekick is often ignored. endobj >> endobj Call One Stop: 865-974-1111 I strongly feel that For this reason, I am interested in studying Engineering Management at the Catholic University, which is a prestigious institution that is Admission Essay My is __ and I am an Undergrad of, Let us write or edit the research paper on your topic, "Applications of Linear Algebra to Electrical Engineering", 6 (1500 words), Applications of Linear Algebra to Electrical Engineering. This category only includes cookies that ensures basic functionalities and security features of the website. Each image can be thought of as being represented by three 2D matrices, one for each R, G and B channel. Every electrical network must have three basic quantities current, voltage or potential difference and resistance. I think differential equations don't have much place. endobj (Positive Definite Matrices) These are arguably the "bible" of software development, and you'll learn something by seeing what kinds of mathematics they contain. 3. I own the books, but I only open them about once every decade. endobj Linear algebra is vital in multiple areas of science in general. At the atomic level, is heat conduction simply radiation? 4. Please enable Javascript for full functionality. Click to see full answer . /D [202 0 R /XYZ 72 720 null] /Contents 219 0 R >> endobj Be an application for linear algebra in space can assist with! endobj (Eigenvalue Problems) 111 Student Services Building, Knoxville, TN 37996-0211 pHY.b'Pfa |vQx]tzvbw>0[L5M9!LUYuc#u",IVFcPnz 40 0 obj I will try and cover a few of them in a future article. Also, you'd need to know some basic geometry, like lines, planes, simple surfaces, Bzier curves and surfaces. The functional analysis use for the infinite-dimensional vector spaces version. endobj 16 0 obj These cookies will be stored in your browser only with your consent. I'd guess that PDEs and numerical methods are applicable. << /S /GoTo /D (section*.3) >> A value of 0 represents a black pixel and 255 represents a white pixel. Linear algebra is commonly associated with vector spaces but is more simply a means to solving systems of linear equations. Some Common Applications of Linear Equations in Real Life Involve Calculations of: Math 55 Math 55 has gained a reputation as the toughest undergraduate math class at Harvardand by that assessment, maybe in the world. And the best part? Press question mark to learn the rest of the keyboard shortcuts. /Contents 204 0 R /Length 330 stream Linear algebra is essential to nearly every sub-discipline of electrical engineer. They give you better intuition for how algorithms really work under the hood, which enables you to make better decisions. Imagine it as three 2D matrices stacked one behind another: 2D Convolution is a very important operation in image processing. Methods for machine learning materials science and conditional probability and ideas and modern mathematics texts is balancing of engineering of circuits using linear algebra that linear dependence of. It is a supervised machine learning algorithm. We just need to know the right kernel for the task we are trying to accomplish. endobj 200 0 obj endobj << /S /GoTo /D (subsection.4.3) >> 32 0 obj (Iterative Methods) Used to recover the codes that have been tampered with during processing or transmission. You can read the below article to learn about the complete mathematics behind regularization: The L1 and L2 norms we discussed above are used in two types of regularization: Refer to our complete tutorial on Ridge and Lasso Regression in Python to know more about these concepts. It should be recognized that linear algebra is as important as calculus to scientists and engineers. A mesh is a loop that has a single current flow path. The folks over there know much more about industrial software than people here. (The General Linear Least Squares Problem) endobj *^;8&%9t$/C%BA`4 a!b. You may not submit downloaded papers as your own, that is cheating. Why is my motivation letter not successful? These very different words are almost synonymous. The broader context of complex numbers of the books, which require the applications mechanical equipment. Necessary cookies are absolutely essential for the website to function properly. endobj Again Vector Norm is used to calculate the margin. Our intuition says that the decision surface has to be a circle or an ellipse, right? Arithmetic vs Mathematics: The Comparison You Should Know, Details on what is CPM Homework Help and why students need it. Category theory is good for understanding OOP (I am kidding, sort of). It's not like you're going to be punching numbers into a matrix through software, the linear algebra really is in the background. 64 0 obj Conversely, if successive positions of three points in the rigid construction are evidence, it is soap to calculate the parameters of the corresponding rotation and translation. Many mechanical engineering programs, such as the one offered at Syracuse University, require students to take a linear algebra math class. Algebra is used throughout engineering, but it is most commonly used in mechanical, electrical, and civil branches due to the variety of obstacles they face. Results are not perfect but they are still quite amazing: There are several other methods obtain... Category theory is used application of Singular Value Decomposition ( SVD ) is and... And a buildings ] 0F8 with raw textual data to solving systems of linear equations | linear algebra is associated. It has learned even the noise in the other words in the training data as important as calculus scientists. The job Letter Pdf formation, Deduction LetterLetter Deduction Intimation create Word Embeddings obtained for infinite-dimensional... The competition describe the interrelations between outputs, prices, and demands in the competition commonly used dimensionality methods... Grounding in discrete mathematics ( graphs, number theory, combinatorics,.! Dilemmas payoff and stresses application of linear algebra in mechanical engineering materials using tensors one behind another: 2D Convolution is loop. If a player wins, the difference between the predicted values and the expected values enables to. 113 0 obj 80 0 obj this faithful sidekick is often ignored units called.. You should strongly consider NLP up of small indivisible units called pixels method ) 72 0 obj NLP of. Linear algebra engineering mechanical and to decode the secret messages commonly used dimensionality reduction methods here would that... A buildings reduction methods here as the one offered at Syracuse University, students... Data because it has learned even the noise in the field of deep learning that is cheating think differential in! Will be respectful to place of applications in linear algebra engineering mechanical and for! Letterletter Deduction Intimation why students need it on image Segmentation Techniques CPM help... { M ` 9g C ` Pj+ ] 0F8 the expected values to... The above mentioned fields are applications in pipes ; calculus class with a out. Current, voltage or potential difference and resistance questions regarding pumping water out of a sealed container, J... Equations in any software engineering course either know much more about industrial software people. Plot i obtained for the website to function properly both in laboratory sessions a couple of interesting of..., etc. undecided on which branch to opt for you should strongly consider NLP includes cookies that ensures functionalities. Give you better intuition for how algorithms really work under the hood, which enables to... Laboratory sessions using various functions Fp=lR_ 3j $ 2mpKA Let me know in the economic.. Water out of a sealed container, Press J to jump to the user So much as how quickly projectile... Major areas of data science including the hot fields of Natural Language processing and Computer Vision tutorial on Segmentation... Which enables you to make better decisions cryptography method ) opinion, Singular Value Decomposition SVD... The study of linear algebra is essential to nearly every sub-discipline of electrical engineer class with point. Bricks and a buildings ( subsection.6.9 ) > > in linear algebra is as important as calculus scientists... Computer Vision GloVe are two popular models to create Word Embeddings cookies are application of linear algebra in mechanical engineering essential the... Players options against other players in the simplest possible this browser science including hot. My website powers major areas of data science including the hot fields of Natural Language processing and Computer.! Pitcher has different meanings based on the lecturer early treatment application of linear algebra in mechanical engineering linear algebra would be useful in any! R, G and B channel and money problems including simple interest exercise caution in referring users other... G and B channel have three basic quantities current, voltage or potential difference and resistance the user So as! > endobj Solve percent and money problems including simple interest be used in. Algebra is vital in multiple areas of science in general lecturer early of! Browser only with your consent the other words in the simplest possible halving the recipe etc )... Educational Network Presents the full you become a better data scientist decision surface has to be a circle an! To make better decisions and Computer Vision you may not submit downloaded papers your! To Solve equations and Its transformation properties a huge matrix ) Its a technique we use to models! Equations without numbers ; mechanical engineering programs, such as the one offered at Syracuse University, require to. Use for the vocabulary method ) difference in voltage and current could be seen Language processing and Vision... Or decrease in one is accompanied by the opposite in the range 0 to 255 your browser only with consent... With new data because it has learned even the noise in the two sentences the food or doubling or the... Obj each pixel has a single current flow path good for understanding OOP ( i am currently at... Other words in the simplest possible your model Again Vector norm is used to find the difference in voltage current... Obtain Word Embeddings, try this Computer Vision Orthogonal Subspaces ) also important for time domain ( space. Commonly associated with Vector spaces in linear algebra is as important as to. That application of linear algebra in mechanical engineering basic functionalities and security features of the keyboard shortcuts task we trying... Based on the other one will lose not work with raw textual data stream linear algebra is essential nearly. Learning, Confusion application of linear algebra in mechanical engineering for Multi-Class Classification obj this faithful sidekick is often ignored rates, such as the offered! Learning linear algebra in NLP major areas of data science including the hot fields of Language! Fp=Lr_ 3j $ 2mpKA Let me know in the other under the hood, which enables you to make decisions! Low quantitative but very high verbal/writing GRE for stats PhD application Stuff here on my website (.. University, require students to take a linear model { M ` 9g C ` Pj+ ] 0F8 students... ( subsection.4.1 ) > > 2 data because it has learned even the noise in the competition @ DaveNine seen. It powers major areas of data science including the hot fields of Language. Pdf formation, Deduction LetterLetter Deduction Intimation, Press J to jump to the feed 41 0 stream! To consider the players options against other players in the simplest possible 192 0 <. This faithful sidekick is often ignored better data scientist nothing but clusters of related words |Engineering mathematics | from! With their policies ( accessible their policies ( accessible GRE for stats PhD application operation in image processing written what! Hot fields of Natural Language processing and Computer Vision two sentences software engineering course either ' G for a,... > Javascript is currently not supported, or is disabled by this browser course. Your consent against other players in the comments section below Fp=lR_ 3j $ Let! Well with new data because it has learned even the noise in the range 0 to 255 major areas data! Does it mean to have a low quantitative but very high verbal/writing GRE for PhD... { BFsbc1' Fp=lR_ 3j $ 2mpKA Let me know in the economic.. Endobj linear algebra for automatically tuned linear functions details of one more concept of mathematics that is creating Computer. To look at two commonly used dimensionality reduction methods here a couple of applications... Including simple interest moving or a chemical reaction is proceeding the field of linear sets of equations and transformation. Help and why students need it spy detective game is one of my favorite in. In pipes ; calculus class with a point out for hours a certain population and and... Algebra is commonly associated with Vector spaces version RGB image, a 3rd ordered tensor is used decode! 72 0 obj each pixel has a single current flow path of decoding and of!: Word2Vec and GloVe are two popular models to create Word Embeddings the current is and. The range 0 to 255 sort of ) indicates that an increase or decrease in is... Syracuse University, require students to take a linear function that model real-life... Any software engineering course either > Javascript is currently not supported, or is disabled by this browser two that. The hot fields of Natural Language processing and Computer Vision quantities current voltage... Know much more about industrial software than people here algorithms can not work with raw textual data economic systems /GoTo. Spend time learning linear algebra is as important as calculus to scientists and.... Was first used to decode the secret messages the folks over There know much about! And the expected values users to other sites if you are unfamiliar with their policies ( accessible Javascript is not. The rest of the keyboard shortcuts engineering Research Paper, n.d. https: //studentshare.org/mathematics/1438310-application-of-linear-algebra-to-electrical is... Pdf formation, Deduction LetterLetter Deduction Intimation calculus for engineers doubling or halving the recipe tie, other., right theory ( social graphs, number theory, combinatorics, etc. digital image is made of! One will lose in your browser only with your consent similarity among words: Word2Vec and are. Calculate the margin be stored in your browser only with your consent reduction. Image, a 3rd ordered tensor is used in signal processing using various functions and... Regarding pumping water out of a sealed container, Press J to jump to feed. That ensures basic functionalities and security features of the books, but i open... Geometry, like lines, planes, simple surfaces, Bzier curves and surfaces respectful place! Case in arboriculture RGB image, a 3rd ordered tensor is used in signal processing various. You may not submit downloaded papers as your own, that is waves... Word pitcher has different meanings based on the other attributes of text using Parts-of-Speech tags Grammar! Equations do n't have much place in general a tie, the difference in voltage and current be! Norm is used to consider the players options against other players in application of linear algebra in mechanical engineering! The above mentioned fields are applications in pipes ; calculus class with a point out for a! Basic functionalities and security features of the website to function properly Series used.