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Assignment ON" EVOLUTION AND HISTORY OF COMPUTER "

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Edmund Miller

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In this paper, emphasis has been given on the gradual and continuous advancement of computer from on and before 300BC to 2012 and beyond. During this very long period of time, a simple device like computer has witnessed many significant changes in its manufacturing and development. By and large, the changes are conceptual, manufacturing and in ever increasing applications. Abstract-In this paper, emphasis has been given on the gradual and continuous advancement of computer from on and before 300BC to 2012 and beyond. During this very long period of time, a simple device like computer has witnessed many significant changes in its manufacturing and development. By and large, the changes are conceptual, manufacturing and in ever increasing applications.

IEEE Potentials

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Fernando A G Alcoforado

This article aims to present how the computer, humanity's greatest invention, evolved and how its most likely future will be. The computer is humanity's greatest invention because the worldwide computer network made possible the use of the Internet as the technology that most changed the world with the advent of the information society. IBM developed the mainframe computer starting in 1952. In the 1970s, the dominance of mainframes began to be challenged by the emergence of microprocessors. The innovations greatly facilitated the task of developing and manufacturing smaller computers - then called minicomputers. In 1976, the first microcomputers appeared whose costs represented only a fraction of those practiced by manufacturers of mainframes and minicomputers. The existence of the computer provided the conditions for the advent of the Internet which is undoubtedly one of the greatest inventions of the 20th century, whose development took place in 1965. At the beginning of the 21st century, cloud computing emerged, which symbolizes the tendency to place all the infrastructure and information available digitally on the Internet. Current computers are electronic because they are made up of transistors used in electronic chips that have limitations given that there will be a time when it will no longer be possible to reduce the size of one of the components of the processors, the transistor. Quantum computers have been shown to be the newest answer in Physics and Computing to problems related to the limited capacity of electronic computers. Canadian company D-Wave claims to have produced the first commercial quantum computer. In addition to the quantum computer, Artificial Intelligence (AI) can reinvent computers.

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The Evolution of Computers: Key Resources (July 2013): General Histories and Reference Resources

• The Year of Alan Turing

General Histories and Reference Resources

• Human and Mechanical Computers
• Early Electronic Computers
• Covert Computing and Computer Security
• ARPANET, E-mail, and the World Wide Web
• The Personal Computing Revolution
• The Personalized Web, Mobile, and the Cloud
• Social Networks and Beyond

Works Cited

Numerous titles offer broad accounts of the fascinating history of computing, and more recent publications take the story up to the present.  Ian Watson’s comprehensive history published in 2012, The Universal Machine: From the Dawn of Computing to Digital Consciousness , will be particularly appealing to general readers and undergraduate students for its accessible, engaging writing style and many illustrations.  Two other notable works published in 2012 are Computing: A Concise History by Paul Ceruzzi (also author of the useful 2003 title, A History of Modern Computing ) and A Brief History of Computing by Gerard O’Regan.  Ceruzzi, curator at the National Air and Space Museum, Smithsonian Institution, provides a readable and concise 155-page overview in his book, which is part of the “MIT Press Essential Knowledge” series; this work also contains ample references to the literature in a further reading section and a bibliography.  O’Regan’s work offers an encompassing chronological survey, but also devotes chapters to the history of programming languages and software engineering.  Also published in 2012 is Peter Bentley’s Digitized: The Science of Computers and How It Shapes Our World , which provides valuable historical coverage and in later chapters reports on the revolutionary developments in artificial intelligence and their impact on society.

Other informative, accessible general histories include Computer: A History of the Information Machine by Martin Campbell-Kelly and William Aspray; Computers: The Life Story of a Technology by Eric Swedin and David Ferro; and Histories of Computing by Michael Sean Mahoney.  Mike Hally’s Electronic Brains: Stories from the Dawn of the Computer Age focuses on post-World War II developments, tracing the signal contributions of scientists from the United Kingdom, United States, Australia, and Russia.  An excellent pictorial collection of computers is John Alderman and Mark Richards’s Core Memory: A Visual Survey of Vintage Computers Featuring Machines from the Computer History Museum .

The static nature of print reference materials is not the perfect format for the topic of computer innovation; these publications may show their age not just in technical information and jargon but also in a lack of coverage of more contemporary individuals and groups.  Nevertheless, several works continue to have lasting value for their excellent and unique coverage.  The two-volume Encyclopedia of Computers and Computer History , edited by Raúl Rojas, which was published in 2001, offers comprehensive coverage of historical topics in a convenient format, enhanced with useful bibliographic aids.  More serious researchers will find Jeffrey Yost’s A Bibliographic Guide to Resources in Scientific Computing, 1945-1975 valuable for its annotations of earlier important titles and its special focus on the sciences; the volume’s four major parts cover the physical, cognitive, biological, and medical sciences.  The Second Bibliographic Guide to the History of Computing, Computers, and the Information Processing Industry , compiled by James Cortada, published in 1996, will also be of value to researchers.  For biographical coverage, Computer Pioneers by J. A. N. Lee features entries on well-known and lesser-known individuals, primarily those from the United States and the United Kingdom; however, coverage of female pioneers is limited.  Lee also edited the International Biographical Dictionary of Computer Pioneers , which provides broader geographical coverage.

Related and more recent information may be found in several online resources such as the IEEE Global History Network: Computers and Information Processing .  Sites featuring interactive time lines and interesting exhibits include the IBM Archives , and Revolution: The First 2000 Years of Computing by the Computer History Museum.

Focusing on women’s contributions to the field is “ Famous Women in Computer Science , available on the Anita Borg Institute website.  This site includes nearly eighty short biographies with links to university and other organizational and related websites.  A Pinterest board version of the awardees is also available.  “ The ADA Project , named in honor of Ada Lovelace (1815-52), who wrote what is considered to be “the first ‘computer program.’”  This site is largely based on the Famous Women in Computer Science website but also includes a time line.

In contrast to J. A. N. Lee’s International Biographical Dictionary of Computer Pioneers mentioned previously, the highly recommended Milestones in Computer Science and Information Technology by Edwin Reilly focuses more on technological aspects than individuals.  However, this author did not find a more comprehensive one-volume reference resource than Reilly’s.  Appendixes include a listing of cited references, classification of entries, “The Top Ten Consolidated Milestones,” and personal name, chronological, and general indexes.

• Second bibliographic guide to the history of computing, computers, and the information processing industry by James W. Cortada (editor) ISBN: 9780313295423 Publication Date: 1996

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History of computers: A brief timeline

The history of computers began with primitive designs in the early 19th century and went on to change the world during the 20th century.

• 2000-present day

Additional resources

The history of computers goes back over 200 years. At first theorized by mathematicians and entrepreneurs, during the 19th century mechanical calculating machines were designed and built to solve the increasingly complex number-crunching challenges. The advancement of technology enabled ever more-complex computers by the early 20th century, and computers became larger and more powerful.

Today, computers are almost unrecognizable from designs of the 19th century, such as Charles Babbage's Analytical Engine — or even from the huge computers of the 20th century that occupied whole rooms, such as the Electronic Numerical Integrator and Calculator.  

Here's a brief history of computers, from their primitive number-crunching origins to the powerful modern-day machines that surf the Internet, run games and stream multimedia. 

19th century

1801: Joseph Marie Jacquard, a French merchant and inventor invents a loom that uses punched wooden cards to automatically weave fabric designs. Early computers would use similar punch cards.

1821: English mathematician Charles Babbage conceives of a steam-driven calculating machine that would be able to compute tables of numbers. Funded by the British government, the project, called the "Difference Engine" fails due to the lack of technology at the time, according to the University of Minnesota . 

1848: Ada Lovelace, an English mathematician and the daughter of poet Lord Byron, writes the world's first computer program. According to Anna Siffert, a professor of theoretical mathematics at the University of Münster in Germany, Lovelace writes the first program while translating a paper on Babbage's Analytical Engine from French into English. "She also provides her own comments on the text. Her annotations, simply called "notes," turn out to be three times as long as the actual transcript," Siffert wrote in an article for The Max Planck Society . "Lovelace also adds a step-by-step description for computation of Bernoulli numbers with Babbage's machine — basically an algorithm — which, in effect, makes her the world's first computer programmer." Bernoulli numbers are a sequence of rational numbers often used in computation.

1853: Swedish inventor Per Georg Scheutz and his son Edvard design the world's first printing calculator. The machine is significant for being the first to "compute tabular differences and print the results," according to Uta C. Merzbach's book, " Georg Scheutz and the First Printing Calculator " (Smithsonian Institution Press, 1977).

1890: Herman Hollerith designs a punch-card system to help calculate the 1890 U.S. Census. The machine,  saves the government several years of calculations, and the U.S. taxpayer approximately $5 million, according to Columbia University  Hollerith later establishes a company that will eventually become International Business Machines Corporation ( IBM ).

Early 20th century

1931: At the Massachusetts Institute of Technology (MIT), Vannevar Bush invents and builds the Differential Analyzer, the first large-scale automatic general-purpose mechanical analog computer, according to Stanford University . 

1936: Alan Turing , a British scientist and mathematician, presents the principle of a universal machine, later called the Turing machine, in a paper called "On Computable Numbers…" according to Chris Bernhardt's book " Turing's Vision " (The MIT Press, 2017). Turing machines are capable of computing anything that is computable. The central concept of the modern computer is based on his ideas. Turing is later involved in the development of the Turing-Welchman Bombe, an electro-mechanical device designed to decipher Nazi codes during World War II, according to the UK's National Museum of Computing . 

1937: John Vincent Atanasoff, a professor of physics and mathematics at Iowa State University, submits a grant proposal to build the first electric-only computer, without using gears, cams, belts or shafts.

1939: David Packard and Bill Hewlett found the Hewlett Packard Company in Palo Alto, California. The pair decide the name of their new company by the toss of a coin, and Hewlett-Packard's first headquarters are in Packard's garage, according to MIT . 

1941: German inventor and engineer Konrad Zuse completes his Z3 machine, the world's earliest digital computer, according to Gerard O'Regan's book " A Brief History of Computing " (Springer, 2021). The machine was destroyed during a bombing raid on Berlin during World War II. Zuse fled the German capital after the defeat of Nazi Germany and later released the world's first commercial digital computer, the Z4, in 1950, according to O'Regan. 

1941: Atanasoff and his graduate student, Clifford Berry, design the first digital electronic computer in the U.S., called the Atanasoff-Berry Computer (ABC). This marks the first time a computer is able to store information on its main memory, and is capable of performing one operation every 15 seconds, according to the book " Birthing the Computer " (Cambridge Scholars Publishing, 2016)

1945: Two professors at the University of Pennsylvania, John Mauchly and J. Presper Eckert, design and build the Electronic Numerical Integrator and Calculator (ENIAC). The machine is the first "automatic, general-purpose, electronic, decimal, digital computer," according to Edwin D. Reilly's book "Milestones in Computer Science and Information Technology" (Greenwood Press, 2003). 

1946: Mauchly and Presper leave the University of Pennsylvania and receive funding from the Census Bureau to build the UNIVAC, the first commercial computer for business and government applications.

1947: William Shockley, John Bardeen and Walter Brattain of Bell Laboratories invent the transistor . They discover how to make an electric switch with solid materials and without the need for a vacuum.

1949: A team at the University of Cambridge develops the Electronic Delay Storage Automatic Calculator (EDSAC), "the first practical stored-program computer," according to O'Regan. "EDSAC ran its first program in May 1949 when it calculated a table of squares and a list of prime numbers ," O'Regan wrote. In November 1949, scientists with the Council of Scientific and Industrial Research (CSIR), now called CSIRO, build Australia's first digital computer called the Council for Scientific and Industrial Research Automatic Computer (CSIRAC). CSIRAC is the first digital computer in the world to play music, according to O'Regan.

Late 20th century

1953: Grace Hopper develops the first computer language, which eventually becomes known as COBOL, which stands for COmmon, Business-Oriented Language according to the National Museum of American History . Hopper is later dubbed the "First Lady of Software" in her posthumous Presidential Medal of Freedom citation. Thomas Johnson Watson Jr., son of IBM CEO Thomas Johnson Watson Sr., conceives the IBM 701 EDPM to help the United Nations keep tabs on Korea during the war.

1954: John Backus and his team of programmers at IBM publish a paper describing their newly created FORTRAN programming language, an acronym for FORmula TRANslation, according to MIT .

1958: Jack Kilby and Robert Noyce unveil the integrated circuit, known as the computer chip. Kilby is later awarded the Nobel Prize in Physics for his work.

1968: Douglas Engelbart reveals a prototype of the modern computer at the Fall Joint Computer Conference, San Francisco. His presentation, called "A Research Center for Augmenting Human Intellect" includes a live demonstration of his computer, including a mouse and a graphical user interface (GUI), according to the Doug Engelbart Institute . This marks the development of the computer from a specialized machine for academics to a technology that is more accessible to the general public.

1969: Ken Thompson, Dennis Ritchie and a group of other developers at Bell Labs produce UNIX, an operating system that made "large-scale networking of diverse computing systems — and the internet — practical," according to Bell Labs .. The team behind UNIX continued to develop the operating system using the C programming language, which they also optimized. 

1970: The newly formed Intel unveils the Intel 1103, the first Dynamic Access Memory (DRAM) chip.

1971: A team of IBM engineers led by Alan Shugart invents the "floppy disk," enabling data to be shared among different computers.

1972: Ralph Baer, a German-American engineer, releases Magnavox Odyssey, the world's first home game console, in September 1972 , according to the Computer Museum of America . Months later, entrepreneur Nolan Bushnell and engineer Al Alcorn with Atari release Pong, the world's first commercially successful video game. 

1973: Robert Metcalfe, a member of the research staff for Xerox, develops Ethernet for connecting multiple computers and other hardware.

1977: The Commodore Personal Electronic Transactor (PET), is released onto the home computer market, featuring an MOS Technology 8-bit 6502 microprocessor, which controls the screen, keyboard and cassette player. The PET is especially successful in the education market, according to O'Regan.

1975: The magazine cover of the January issue of "Popular Electronics" highlights the Altair 8080 as the "world's first minicomputer kit to rival commercial models." After seeing the magazine issue, two "computer geeks," Paul Allen and Bill Gates, offer to write software for the Altair, using the new BASIC language. On April 4, after the success of this first endeavor, the two childhood friends form their own software company, Microsoft.

1976: Steve Jobs and Steve Wozniak co-found Apple Computer on April Fool's Day. They unveil Apple I, the first computer with a single-circuit board and ROM (Read Only Memory), according to MIT .

1977: Radio Shack began its initial production run of 3,000 TRS-80 Model 1 computers — disparagingly known as the "Trash 80" — priced at $599, according to the National Museum of American History. Within a year, the company took 250,000 orders for the computer, according to the book " How TRS-80 Enthusiasts Helped Spark the PC Revolution " (The Seeker Books, 2007).

1977: The first West Coast Computer Faire is held in San Francisco. Jobs and Wozniak present the Apple II computer at the Faire, which includes color graphics and features an audio cassette drive for storage.

1978: VisiCalc, the first computerized spreadsheet program is introduced.

1979: MicroPro International, founded by software engineer Seymour Rubenstein, releases WordStar, the world's first commercially successful word processor. WordStar is programmed by Rob Barnaby, and includes 137,000 lines of code, according to Matthew G. Kirschenbaum's book " Track Changes: A Literary History of Word Processing " (Harvard University Press, 2016).

1981: "Acorn," IBM's first personal computer, is released onto the market at a price point of $1,565, according to IBM. Acorn uses the MS-DOS operating system from Windows. Optional features include a display, printer, two diskette drives, extra memory, a game adapter and more.

1983: The Apple Lisa, standing for "Local Integrated Software Architecture" but also the name of Steve Jobs' daughter, according to the National Museum of American History ( NMAH ), is the first personal computer to feature a GUI. The machine also includes a drop-down menu and icons. Also this year, the Gavilan SC is released and is the first portable computer with a flip-form design and the very first to be sold as a "laptop."

1984: The Apple Macintosh is announced to the world during a Superbowl advertisement. The Macintosh is launched with a retail price of $2,500, according to the NMAH. 

1985 : As a response to the Apple Lisa's GUI, Microsoft releases Windows in November 1985, the Guardian reported . Meanwhile, Commodore announces the Amiga 1000.

1989: Tim Berners-Lee, a British researcher at the European Organization for Nuclear Research ( CERN ), submits his proposal for what would become the World Wide Web. His paper details his ideas for Hyper Text Markup Language (HTML), the building blocks of the Web. 

1993: The Pentium microprocessor advances the use of graphics and music on PCs.

1996: Sergey Brin and Larry Page develop the Google search engine at Stanford University.

1997: Microsoft invests $150 million in Apple, which at the time is struggling financially.  This investment ends an ongoing court case in which Apple accused Microsoft of copying its operating system. 

1999: Wi-Fi, the abbreviated term for "wireless fidelity" is developed, initially covering a distance of up to 300 feet (91 meters) Wired reported . 

21st century

2001: Mac OS X, later renamed OS X then simply macOS, is released by Apple as the successor to its standard Mac Operating System. OS X goes through 16 different versions, each with "10" as its title, and the first nine iterations are nicknamed after big cats, with the first being codenamed "Cheetah," TechRadar reported.  

2003: AMD's Athlon 64, the first 64-bit processor for personal computers, is released to customers. 

2004: The Mozilla Corporation launches Mozilla Firefox 1.0. The Web browser is one of the first major challenges to Internet Explorer, owned by Microsoft. During its first five years, Firefox exceeded a billion downloads by users, according to the Web Design Museum . 

2005: Google buys Android, a Linux-based mobile phone operating system

2006: The MacBook Pro from Apple hits the shelves. The Pro is the company's first Intel-based, dual-core mobile computer. 

2009: Microsoft launches Windows 7 on July 22. The new operating system features the ability to pin applications to the taskbar, scatter windows away by shaking another window, easy-to-access jumplists, easier previews of tiles and more, TechRadar reported .  

2010: The iPad, Apple's flagship handheld tablet, is unveiled.

2011: Google releases the Chromebook, which runs on Google Chrome OS.

2015: Apple releases the Apple Watch. Microsoft releases Windows 10.

2016: The first reprogrammable quantum computer was created. "Until now, there hasn't been any quantum-computing platform that had the capability to program new algorithms into their system. They're usually each tailored to attack a particular algorithm," said study lead author Shantanu Debnath, a quantum physicist and optical engineer at the University of Maryland, College Park.

2017: The Defense Advanced Research Projects Agency (DARPA) is developing a new "Molecular Informatics" program that uses molecules as computers. "Chemistry offers a rich set of properties that we may be able to harness for rapid, scalable information storage and processing," Anne Fischer, program manager in DARPA's Defense Sciences Office, said in a statement. "Millions of molecules exist, and each molecule has a unique three-dimensional atomic structure as well as variables such as shape, size, or even color. This richness provides a vast design space for exploring novel and multi-value ways to encode and process data beyond the 0s and 1s of current logic-based, digital architectures."

2019: A team at Google became the first to demonstrate quantum supremacy — creating a quantum computer that could feasibly outperform the most powerful classical computer — albeit for a very specific problem with no practical real-world application. The described the computer, dubbed "Sycamore" in a paper that same year in the journal Nature . Achieving quantum advantage – in which a quantum computer solves a problem with real-world applications faster than the most powerful classical computer —  is still a ways off. 

2022: The first exascale supercomputer, and the world's fastest, Frontier, went online at the Oak Ridge Leadership Computing Facility (OLCF) in Tennessee. Built by Hewlett Packard Enterprise (HPE) at the cost of $600 million, Frontier uses nearly 10,000 AMD EPYC 7453 64-core CPUs alongside nearly 40,000 AMD Radeon Instinct MI250X GPUs. This machine ushered in the era of exascale computing, which refers to systems that can reach more than one exaFLOP of power – used to measure the performance of a system. Only one machine – Frontier – is currently capable of reaching such levels of performance. It is currently being used as a tool to aid scientific discovery.

What is the first computer in history?

Charles Babbage's Difference Engine, designed in the 1820s, is considered the first "mechanical" computer in history, according to the Science Museum in the U.K . Powered by steam with a hand crank, the machine calculated a series of values and printed the results in a table. 

What are the five generations of computing?

The "five generations of computing" is a framework for assessing the entire history of computing and the key technological advancements throughout it. 

The first generation, spanning the 1940s to the 1950s, covered vacuum tube-based machines. The second then progressed to incorporate transistor-based computing between the 50s and the 60s. In the 60s and 70s, the third generation gave rise to integrated circuit-based computing. We are now in between the fourth and fifth generations of computing, which are microprocessor-based and AI-based computing.

What is the most powerful computer in the world?

As of November 2023, the most powerful computer in the world is the Frontier supercomputer . The machine, which can reach a performance level of up to 1.102 exaFLOPS, ushered in the age of exascale computing in 2022 when it went online at Tennessee's  Oak Ridge Leadership Computing Facility (OLCF) 

There is, however, a potentially more powerful supercomputer waiting in the wings in the form of the Aurora supercomputer, which is housed at the Argonne National Laboratory (ANL) outside of Chicago.  Aurora went online in November 2023. Right now, it lags far behind Frontier, with performance levels of just 585.34 petaFLOPS (roughly half the performance of Frontier), although it's still not finished. When work is completed, the supercomputer is expected to reach performance levels higher than 2 exaFLOPS.

What was the first killer app?

Killer apps are widely understood to be those so essential that they are core to the technology they run on. There have been so many through the years – from Word for Windows in 1989 to iTunes in 2001 to social media apps like WhatsApp in more recent years

Several pieces of software may stake a claim to be the first killer app, but there is a broad consensus that VisiCalc, a spreadsheet program created by VisiCorp and originally released for the Apple II in 1979, holds that title. Steve Jobs even credits this app for propelling the Apple II to become the success it was, according to co-creator Dan Bricklin .

• Fortune: A Look Back At 40 Years of Apple
• The New Yorker: The First Windows
• " A Brief History of Computing " by Gerard O'Regan (Springer, 2021)

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Timothy is Editor in Chief of print and digital magazines All About History and History of War . He has previously worked on sister magazine All About Space , as well as photography and creative brands including Digital Photographer and 3D Artist . He has also written for How It Works magazine, several history bookazines and has a degree in English Literature from Bath Spa University . 

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• History of Computers

When we study the many aspects of computing and computers, it is important to know about the history of computers. Charles Babbage designed an Analytical Engine which was a general computer   It helps us understand the growth and progress of technology through the times. It is also an important topic for competitive and banking exams.

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What is a computer.

A computer is an electronic machine that collects information, stores it, processes it according to user instructions, and then returns the result.

A computer is a programmable electronic device that performs arithmetic and logical operations automatically using a set of instructions provided by the user.

Early Computing Devices

People used sticks, stones, and bones as counting tools before computers were invented. More computing devices were produced as technology advanced and the human intellect improved over time. Let us look at a few of the early-age computing devices used by mankind.

Abacus was invented by the Chinese around 4000 years ago. It’s a wooden rack with metal rods with beads attached to them. The abacus operator moves the beads according to certain guidelines to complete arithmetic computations.

• Napier’s Bone

John Napier devised Napier’s Bones, a manually operated calculating apparatus. For calculating, this instrument used 9 separate ivory strips (bones) marked with numerals to multiply and divide. It was also the first machine to calculate using the decimal point system.

Pascaline was invented in 1642 by Biaise Pascal, a French mathematician and philosopher. It is thought to be the first mechanical and automated calculator. It was a wooden box with gears and wheels inside.

• Stepped Reckoner or Leibniz wheel

In 1673, a German mathematician-philosopher named Gottfried Wilhelm Leibniz improved on Pascal’s invention to create this apparatus. It was a digital mechanical calculator known as the stepped reckoner because it used fluted drums instead of gears.

• Difference Engine

In the early 1820s, Charles Babbage created the Difference Engine. It was a mechanical computer that could do basic computations. It was a steam-powered calculating machine used to solve numerical tables such as logarithmic tables.

• Analytical Engine 

Charles Babbage created another calculating machine, the Analytical Engine, in 1830. It was a mechanical computer that took input from punch cards. It was capable of solving any mathematical problem and storing data in an indefinite memory.

• Tabulating machine 

An American Statistician – Herman Hollerith invented this machine in the year 1890. Tabulating Machine was a punch card-based mechanical tabulator. It could compute statistics and record or sort data or information. Hollerith began manufacturing these machines in his company, which ultimately became International Business Machines (IBM) in 1924.

• Differential Analyzer 

Vannevar Bush introduced the first electrical computer, the Differential Analyzer, in 1930. This machine is made up of vacuum tubes that switch electrical impulses in order to do calculations. It was capable of performing 25 calculations in a matter of minutes.

Howard Aiken planned to build a machine in 1937 that could conduct massive calculations or calculations using enormous numbers. The Mark I computer was constructed in 1944 as a collaboration between IBM and Harvard.

History of Computers Generation

The word ‘computer’ has a very interesting origin. It was first used in the 16th century for a person who used to compute, i.e. do calculations. The word was used in the same sense as a noun until the 20th century. Women were hired as human computers to carry out all forms of calculations and computations.

By the last part of the 19th century, the word was also used to describe machines that did calculations. The modern-day use of the word is generally to describe programmable digital devices that run on electricity.

Early History of Computer

Since the evolution of humans, devices have been used for calculations for thousands of years. One of the earliest and most well-known devices was an abacus. Then in 1822, the father of computers, Charles Babbage began developing what would be the first mechanical computer. And then in 1833 he actually designed an Analytical Engine which was a general-purpose computer. It contained an ALU, some basic flow chart principles and the concept of integrated memory.

Then more than a century later in the history of computers, we got our first electronic computer for general purpose. It was the ENIAC, which stands for Electronic Numerical Integrator and Computer. The inventors of this computer were John W. Mauchly and J.Presper Eckert.

And with times the technology developed and the computers got smaller and the processing got faster. We got our first laptop in 1981 and it was introduced by Adam Osborne and EPSON.

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In the history of computers, we often refer to the advancements of modern computers as the generation of computers . We are currently on the fifth generation of computers. So let us look at the important features of these five generations of computers.

• 1st Generation: This was from the period of 1940 to 1955. This was when machine language was developed for the use of computers. They used vacuum tubes for the circuitry. For the purpose of memory, they used magnetic drums. These machines were complicated, large, and expensive. They were mostly reliant on batch operating systems and punch cards. As output and input devices, magnetic tape and paper tape were implemented. For example, ENIAC, UNIVAC-1, EDVAC, and so on.
• 2nd Generation:  The years 1957-1963 were referred to as the “second generation of computers” at the time. In second-generation computers, COBOL and FORTRAN are employed as assembly languages and programming languages. Here they advanced from vacuum tubes to transistors. This made the computers smaller, faster and more energy-efficient. And they advanced from binary to assembly languages. For instance, IBM 1620, IBM 7094, CDC 1604, CDC 3600, and so forth.
• 3rd Generation: The hallmark of this period (1964-1971) was the development of the integrated circuit.  A single integrated circuit (IC) is made up of many transistors, which increases the power of a computer while simultaneously lowering its cost. These computers were quicker, smaller, more reliable, and less expensive than their predecessors. High-level programming languages such as FORTRON-II to IV, COBOL, and PASCAL PL/1 were utilized. For example, the IBM-360 series, the Honeywell-6000 series, and the IBM-370/168.
• 4th Generation: The invention of the microprocessors brought along the fourth generation of computers. The years 1971-1980 were dominated by fourth generation computers. C, C++ and Java were the programming languages utilized in this generation of computers. For instance, the STAR 1000, PDP 11, CRAY-1, CRAY-X-MP, and Apple II. This was when we started producing computers for home use.
• 5th Generation:  These computers have been utilized since 1980 and continue to be used now. This is the present and the future of the computer world. The defining aspect of this generation is artificial intelligence. The use of parallel processing and superconductors are making this a reality and provide a lot of scope for the future. Fifth-generation computers use ULSI (Ultra Large Scale Integration) technology. These are the most recent and sophisticated computers. C, C++, Java,.Net, and more programming languages are used. For instance, IBM, Pentium, Desktop, Laptop, Notebook, Ultrabook, and so on.

Brief History of Computers

The naive understanding of computation had to be overcome before the true power of computing could be realized. The inventors who worked tirelessly to bring the computer into the world had to realize that what they were creating was more than just a number cruncher or a calculator. They had to address all of the difficulties associated with inventing such a machine, implementing the design, and actually building the thing. The history of the computer is the history of these difficulties being solved.

19 th Century

1801 – Joseph Marie Jacquard, a weaver and businessman from France, devised a loom that employed punched wooden cards to automatically weave cloth designs.

1822 – Charles Babbage, a mathematician, invented the steam-powered calculating machine capable of calculating number tables. The “Difference Engine” idea failed owing to a lack of technology at the time.

1848 – The world’s first computer program was written by Ada Lovelace, an English mathematician. Lovelace also includes a step-by-step tutorial on how to compute Bernoulli numbers using Babbage’s machine.

1890 – Herman Hollerith, an inventor, creates the punch card technique used to calculate the 1880 U.S. census. He would go on to start the corporation that would become IBM.

Early 20 th Century

1930 – Differential Analyzer was the first large-scale automatic general-purpose mechanical analogue computer invented and built by Vannevar Bush.

1936 – Alan Turing had an idea for a universal machine, which he called the Turing machine, that could compute anything that could be computed.

1939 – Hewlett-Packard was discovered in a garage in Palo Alto, California by Bill Hewlett and David Packard.

1941 – Konrad Zuse, a German inventor and engineer, completed his Z3 machine, the world’s first digital computer. However, the machine was destroyed during a World War II bombing strike on Berlin.

1941 – J.V. Atanasoff and graduate student Clifford Berry devise a computer capable of solving 29 equations at the same time. The first time a computer can store data in its primary memory.

1945 – University of Pennsylvania academics John Mauchly and J. Presper Eckert create an Electronic Numerical Integrator and Calculator (ENIAC). It was Turing-complete and capable of solving “a vast class of numerical problems” by reprogramming, earning it the title of “Grandfather of computers.”

1946 – The UNIVAC I (Universal Automatic Computer) was the first general-purpose electronic digital computer designed in the United States for corporate applications.

1949 – The Electronic Delay Storage Automatic Calculator (EDSAC), developed by a team at the University of Cambridge, is the “first practical stored-program computer.”

1950 – The Standards Eastern Automatic Computer (SEAC) was built in Washington, DC, and it was the first stored-program computer completed in the United States.

Late 20 th Century

1953 – Grace Hopper, a computer scientist, creates the first computer language, which becomes known as COBOL, which stands for CO mmon, B usiness- O riented L anguage. It allowed a computer user to offer the computer instructions in English-like words rather than numbers.

1954 – John Backus and a team of IBM programmers created the FORTRAN programming language, an acronym for FOR mula TRAN slation. In addition, IBM developed the 650.

1958 – The integrated circuit, sometimes known as the computer chip, was created by Jack Kirby and Robert Noyce.

1962 – Atlas, the computer, makes its appearance. It was the fastest computer in the world at the time, and it pioneered the concept of “virtual memory.”

1964 – Douglas Engelbart proposes a modern computer prototype that combines a mouse and a graphical user interface (GUI).

1969 – Bell Labs developers, led by Ken Thompson and Dennis Ritchie, revealed UNIX, an operating system developed in the C programming language that addressed program compatibility difficulties.

1970 – The Intel 1103, the first Dynamic Access Memory (DRAM) chip, is unveiled by Intel.

1971 – The floppy disc was invented by Alan Shugart and a team of IBM engineers. In the same year, Xerox developed the first laser printer, which not only produced billions of dollars but also heralded the beginning of a new age in computer printing.

1973 – Robert Metcalfe, a member of Xerox’s research department, created Ethernet, which is used to connect many computers and other gear.

1974 – Personal computers were introduced into the market. The first were the Altair Scelbi & Mark-8, IBM 5100, and Radio Shack’s TRS-80.

1975 – Popular Electronics magazine touted the Altair 8800 as the world’s first minicomputer kit in January. Paul Allen and Bill Gates offer to build software in the BASIC language for the Altair.

1976 – Apple Computers is founded by Steve Jobs and Steve Wozniak, who expose the world to the Apple I, the first computer with a single-circuit board.

1977 – At the first West Coast Computer Faire, Jobs and Wozniak announce the Apple II. It has colour graphics and a cassette drive for storing music.

1978 – The first computerized spreadsheet program, VisiCalc, is introduced.

1979 – WordStar, a word processing tool from MicroPro International, is released.

1981 – IBM unveils the Acorn, their first personal computer, which has an Intel CPU, two floppy drives, and a colour display. The MS-DOS operating system from Microsoft is used by Acorn.

1983 – The CD-ROM, which could carry 550 megabytes of pre-recorded data, hit the market. This year also saw the release of the Gavilan SC, the first portable computer with a flip-form design and the first to be offered as a “laptop.”

1984 – Apple launched Macintosh during the Superbowl XVIII commercial. It was priced at $2,500

1985 – Microsoft introduces Windows, which enables multitasking via a graphical user interface. In addition, the programming language C++ has been released.

1990 – Tim Berners-Lee, an English programmer and scientist, creates HyperText Markup Language, widely known as HTML. He also coined the term “WorldWideWeb.” It includes the first browser, a server, HTML, and URLs.

1993 – The Pentium CPU improves the usage of graphics and music on personal computers.

1995 – Microsoft’s Windows 95 operating system was released. A $300 million promotional campaign was launched to get the news out. Sun Microsystems introduces Java 1.0, followed by Netscape Communications’ JavaScript.

1996 – At Stanford University, Sergey Brin and Larry Page created the Google search engine.

1998 – Apple introduces the iMac, an all-in-one Macintosh desktop computer. These PCs cost $1,300 and came with a 4GB hard drive, 32MB RAM, a CD-ROM, and a 15-inch monitor.

1999 – Wi-Fi, an abbreviation for “wireless fidelity,” is created, originally covering a range of up to 300 feet.

21 st Century

2000 – The USB flash drive is first introduced in 2000. They were speedier and had more storage space than other storage media options when used for data storage.

2001 – Apple releases Mac OS X, later renamed OS X and eventually simply macOS, as the successor to its conventional Mac Operating System.

2003 – Customers could purchase AMD’s Athlon 64, the first 64-bit CPU for consumer computers.

2004 – Facebook began as a social networking website.

2005 – Google acquires Android, a mobile phone OS based on Linux.

2006 – Apple’s MacBook Pro was available. The Pro was the company’s first dual-core, Intel-based mobile computer.

Amazon Web Services, including Amazon Elastic Cloud 2 (EC2) and Amazon Simple Storage Service, were also launched (S3)

2007 – The first iPhone was produced by Apple, bringing many computer operations into the palm of our hands. Amazon also released the Kindle, one of the first electronic reading systems, in 2007.

2009 – Microsoft released Windows 7.

2011 – Google introduces the Chromebook, which runs Google Chrome OS.

2014 – The University of Michigan Micro Mote (M3), the world’s smallest computer, was constructed.

2015 – Apple introduces the Apple Watch. Windows 10 was also released by Microsoft.

2016 – The world’s first reprogrammable quantum computer is built.

Types of Computers

• Analog Computers –  Analog computers are built with various components such as gears and levers, with no electrical components. One advantage of analogue computation is that designing and building an analogue computer to tackle a specific problem can be quite straightforward.
• Mainframe computers –  It is a computer that is generally utilized by large enterprises for mission-critical activities such as massive data processing. Mainframe computers were distinguished by massive storage capacities, quick components, and powerful computational capabilities. Because they were complicated systems, they were managed by a team of systems programmers who had sole access to the computer. These machines are now referred to as servers rather than mainframes.
• Supercomputers –  The most powerful computers to date are commonly referred to as supercomputers. Supercomputers are enormous systems that are purpose-built to solve complicated scientific and industrial problems. Quantum mechanics, weather forecasting, oil and gas exploration, molecular modelling, physical simulations, aerodynamics, nuclear fusion research, and cryptoanalysis are all done on supercomputers.
• Minicomputers –  A minicomputer is a type of computer that has many of the same features and capabilities as a larger computer but is smaller in size. Minicomputers, which were relatively small and affordable, were often employed in a single department of an organization and were often dedicated to a specific task or shared by a small group.
• Microcomputers –  A microcomputer is a small computer that is based on a microprocessor integrated circuit, often known as a chip. A microcomputer is a system that incorporates at a minimum a microprocessor, program memory, data memory, and input-output system (I/O). A microcomputer is now commonly referred to as a personal computer (PC).
• Embedded processors –  These are miniature computers that control electrical and mechanical processes with basic microprocessors. Embedded processors are often simple in design, have limited processing capability and I/O capabilities, and need little power. Ordinary microprocessors and microcontrollers are the two primary types of embedded processors. Embedded processors are employed in systems that do not require the computing capability of traditional devices such as desktop computers, laptop computers, or workstations.

FAQs on History of Computers

Q: The principle of modern computers was proposed by ____

• Adam Osborne
• Alan Turing
• Charles Babbage

Ans: The correct answer is C.

Q: Who introduced the first computer from home use in 1981?

• Sun Technology

Ans: Answer is A. IBM made the first home-use personal computer.

Q: Third generation computers used which programming language ?

• Machine language

Ans: The correct option is C.

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A Brief History of Computers

By Valinda Huckabay

Computer HistoryBefore 1935, the term “computer” referred to a person who performed numerical calculations using a mechanical calculator. Since then, the definition has changed to mean a machine, rather than a person that accepts input, processes data, stores data and produces output.

Computer Milestones in History

1896 – Developed by Herman Hollerith, the Tabulating Machine read and sorted data from punched cards. Hollerith formed the Tabulating Machine Company, which later became the International Business Machines Corporation (IBM).

1942 – Built at Iowa State by Professor John Atanasoff and Clifford Berry, the Atanasoff Berry Computer (ABC) weighed in at 750 lb. and had a memory storage of 3,000 bits (0.4K).

1944 – The Mark I was constructed by Harvard’s Professor Howard Aiken – it stood 50 feet long and 8 feet tall.

1946 – The ENIAC (Electronic Numerical Integrator and Computer) was the world’s first electronic computer. It weighed 30 tons and measured 50 x 30 feet. Since there was no software to reprogram the computer, it had to be rewired to perform different functions.

1951 – The UNIVAC (punch card technology) was introduced by Remington Rand. At over 40 systems sold, it was the first commercially successful computer. It used magnetic tapes that stored 1MB of data.

1969 – The Internet, originally the ARPAnet (Advanced Research Projects Agency network), began as a military computer network.

1976 – The CRAY 1, the world’s first electronic digital computer, was a 75MHz, 64-bit machine, the world’s fastest processor at the time. That same year, the Apple computer was designed by Steve Wozniak and Steve Jobs. Apple was the first to incorporate a graphical user interface and a computer mouse.

1978 – The age of PCs (personal computers) began. Many versions of desktop computers were developed by startup and existing companies all over the world.

1990 – Tim Berners-Lee invented the networked hypertext system called the World Wide Web.

1996 – PDAs (Personal Digital Assistants) became available to consumers. The first portable computing devices.

Computers Today

We use desktop and laptop computers at home, at work and for play, and depend on servers and the Internet for a multitude of reasons. Today, this vast interconnection of computers has expanded our resources, allowing us instant access to almost any recorded information.

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History of Computers

Before computers were developed people used sticks, stones, and bones as counting tools. As technology advanced and the human mind improved with time more computing devices were developed like Abacus, Napier’s Bones, etc. These devices were used as computers for performing mathematical computations but not very complex ones. 

Some of the popular computing devices are described below, starting from the oldest to the latest or most advanced technology developed:

Around 4000 years ago, the Chinese invented the Abacus, and it is believed to be the first computer. The history of computers begins with the birth of the abacus.

Structure: Abacus is basically a wooden rack that has metal rods with beads mounted on them.

Working of abacus: In the abacus, the beads were moved by the abacus operator according to some rules to perform arithmetic calculations. In some countries like China, Russia, and Japan, the abacus is still used by their people.

Napier’s Bones

Napier’s Bones was a manually operated calculating device and as the name indicates, it was invented by John Napier. In this device, he used 9 different ivory strips (bones) marked with numbers to multiply and divide for calculation. It was also the first machine to use the decimal point system for calculation.

It is also called an Arithmetic Machine or Adding Machine. A French mathematician-philosopher Blaise Pascal invented this between 1642 and 1644. It was the first mechanical and automatic calculator. It is invented by Pascal to help his father, a tax accountant in his work or calculation. It could perform addition and subtraction in quick time. It was basically a wooden box with a series of gears and wheels. It is worked by rotating wheel like when a wheel is rotated one revolution, it rotates the neighbouring wheel and a series of windows is given on the top of the wheels to read the totals.

Stepped Reckoner or Leibniz wheel

A German mathematician-philosopher Gottfried Wilhelm Leibniz in 1673 developed this device by improving Pascal’s invention to develop this machine. It was basically a digital mechanical calculator, and it was called the stepped reckoner as it was made of fluted drums instead of gears (used in the previous model of Pascaline).

Difference Engine

Charles Babbage who is also known as the “Father of Modern Computer” designed the Difference Engine in the early 1820s. Difference Engine was a mechanical computer which is capable of performing simple calculations. It works with help of steam as it was a steam-driven calculating machine, and it was designed to solve tables of numbers like logarithm tables.

Analytical Engine

Again in 1830 Charles Babbage developed another calculating machine which was Analytical Engine. Analytical Engine was a mechanical computer that used punch cards as input. It was capable of performing or solving any mathematical problem and storing information as a permanent memory (storage).

Tabulating Machine

Herman Hollerith, an American statistician invented this machine in the year 1890. Tabulating Machine was a mechanical tabulator that was based on punch cards. It was capable of tabulating statistics and record or sort data or information. This machine was used by U.S. Census in the year 1890. Hollerith’s Tabulating Machine Company was started by Hollerith and this company later became International Business Machine (IBM) in the year 1924.

Differential Analyzer

Differential Analyzer was the first electronic computer introduced in the year 1930 in the United States. It was basically an analog device that was invented by Vannevar Bush. This machine consists of vacuum tubes to switch electrical signals to perform calculations. It was capable of doing 25 calculations in a few minutes.

In the year 1937, major changes began in the history of computers when Howard Aiken planned to develop a machine that could perform large calculations or calculations involving large numbers. In the year 1944, Mark I computer was built as a partnership between IBM and Harvard. It was also the first programmable digital computer marking a new era in the computer world.

Generations of Computers

First Generation Computers

In the period of the year 1940-1956, it was referred to as the period of the first generation of computers. These machines are slow, huge, and expensive. In this generation of computers, vacuum tubes were used as the basic components of CPU and memory. Also, they were mainly dependent on the batch operating systems and punch cards. Magnetic tape and paper tape were used as output and input devices. For example ENIAC, UNIVAC-1, EDVAC, etc.

Second Generation Computers

In the period of the year, 1957-1963 was referred to as the period of the second generation of computers. It was the time of the transistor computers. In the second generation of computers, transistors (which were cheap in cost) are used. Transistors are also compact and consume less power. Transistor computers are faster than first-generation computers. For primary memory, magnetic cores were used, and for secondary memory magnetic disc and tapes for storage purposes. In second-generation computers, COBOL and FORTRAN are used as Assembly language and programming languages, and Batch processing and multiprogramming operating systems were used in these computers.

For example IBM 1620, IBM 7094, CDC 1604, CDC 3600, etc.

Third Generation Computers

In the third generation of computers, integrated circuits (ICs) were used instead of transistors(in the second generation). A single IC consists of many transistors which increased the power of a computer and also reduced the cost. The third generation computers are more reliable, efficient, and smaller in size. It used remote processing, time-sharing, and multiprogramming as operating systems. FORTRON-II TO IV, COBOL, and PASCAL PL/1 were used which are high-level programming languages.

For example IBM-360 series, Honeywell-6000 series, IBM-370/168, etc.

Fourth Generation Computers

The period of 1971-1980 was mainly the time of fourth generation computers. It used VLSI(Very Large Scale Integrated) circuits. VLSI is a chip containing millions of transistors and other circuit elements and because of these chips, the computers of this generation are more compact, powerful, fast, and affordable(low in cost). Real-time, time-sharing and distributed operating system are used by these computers. C and C++ are used as the programming languages in this generation of computers.

For example STAR 1000, PDP 11, CRAY-1, CRAY-X-MP, etc.

Fifth Generation Computers

From 1980 – to till date these computers are used. The ULSI (Ultra Large Scale Integration) technology is used in fifth-generation computers instead of the VLSI technology of fourth-generation computers. Microprocessor chips with ten million electronic components are used in these computers. Parallel processing hardware and AI (Artificial Intelligence) software are also used in fifth-generation computers. The programming languages like C, C++, Java, .Net, etc. are used.

For example Desktop, Laptop, NoteBook, UltraBook, etc.

Sample Questions

Let us now see some sample questions on the History of computers:

Question 1: Arithmetic Machine or Adding Machine is used between ___________ years.

a. 1642 and 1644

b. Around 4000 years ago

c. 1946 – 1956

d. None of the above

Solution:  

a. 1642 and 1644 Explanation: Pascaline is also called as Arithmetic Machine or Adding Machine. A French mathematician-philosopher Blaise Pascal invented this between 1642 and 1644. 

Question 2: Who designed the Difference Engine?

a. Blaise Pascal

b. Gottfried Wilhelm Leibniz 

c. Vannevar Bush

d. Charles Babbage 

Solution: 

d. Charles Babbage  Explanation: Charles Babbage who is also known as “Father of Modern Computer” designed the Difference Engine in the early 1820s.

Question 3: In second generation computers _______________ are used as Assembly language and programming languages.

a. C and C++.

b. COBOL and FORTRAN 

c. C and .NET

d. None of the above.

b. COBOL and FORTRAN  Explanation: In second generation computers COBOL and FORTRAN are used as Assembly language and programming languages, and Batch processing and multiprogramming operating systems were used in these computers.

Question 4: ENIAC and UNIVAC-1 are examples of which generation of computers?

a. First generation of computers.

b. Second generation of computers. 

c. Third generation of computers. 

d. Fourth generation of computers.  

a. First-generation of computers. Explanation: ENIAC, UNIVAC-1, EDVAC, etc. are examples of the first generation of computers.

Question 5: The ______________ technology is used in fifth generation computers .

a. ULSI (Ultra Large Scale Integration)

b. VLSI( very large scale integrated)

c. vacuum tubes

d. All of the above

a. ULSI (Ultra Large Scale Integration) Explanation: From 1980 -to till date these computers are used. The ULSI (Ultra Large Scale Integration) technology is used in fifth generation computers. 

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Encyclopedia of Education and Information Technologies pp 1–6 Cite as

Why Teach History of Computing?

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Computing history ; Computing education ; History in computing education

This entry, an integration of material from earlier works (Impagliazzo 2005 ; Impagliazzo and Samaka 2013 ), provides a rationale for incorporating history in computing student experiences. It also shows ways in which computing history can make the delivery of teaching computing courses relevant. The approach suggests the use of computing history as a recurring theme throughout courses through relevant historical stories or material to enhance course delivery and to capture student interest. The use of computing history often makes positive and constructive improvements in student experiences by making topics more interesting and stimulating. It informs students of nontechnical elements within their computing specialties.

Computing history could be an effective pedagogical tool to teach computing courses (Impagliazzo et al. 1999 ). History contributes to students’ lifelong learning experiences, and...

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Impagliazzo, J. (2019). Why Teach History of Computing?. In: Tatnall, A. (eds) Encyclopedia of Education and Information Technologies. Springer, Cham. https://doi.org/10.1007/978-3-319-60013-0_57-1

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Inventions Lesson Plan: The Origins of Computers and Other Technology

Submitted by: gabriel garcia.

In this lesson plan which is adaptable for grades 6-8, students use BrainPOP resources to explore the origins of computers and how they have changed our lives and affected other inventions.

Lesson Plan Common Core State Standards Alignments

Students will:.

• Understand the history of computers.
• Explain how and why inventions can change the way we live.
• Identify the positive and negative aspects of the Internet blurring the lines between computing and communications and the affects of this technology on our lives.
• Computer with internet access
• Encyclopedia dated 1980 or earlier (optional)

Preparation:

• Three points: all questions answered, sketch imaginative and carefully executed, oral presentation well-organized and presented in a clear and lively manner
• Two points: most questions answered, sketch adequately executed, oral presentation clear and organized
• One point: few questions answered, sketch missing or poorly executed, oral presentation lacking clarity and organization.

Lesson Procedure:

• Ask students if they know who invented the computer. If they don't know, inform them that, in 1884, Charles Babbage, an English mathematician, tried to build a complicated machine called the "analytical engine." It was mechanical, rather than electronic, and Babbage never completed it, but computers today are based on many of the principles he used in his design. Your students may be interested to know that, as recently as forty years ago, computers were so large that they filled whole rooms. They were so complicated that only specially trained people were able to use them.
• If you can find an encyclopedia dated 1980 or earlier, have students read the entry for computer and hold a brief discussion of computers then and now. Show the BrainPOP movie Computer History to facilitate the conversation.
• Ask students if they can think of any other inventions that changed the way we work and live. Can they trace changes and refinements in those inventions? An example might be the sewing machine, which, originally, was mechanical, rather than electric, and had to be operated by a foot pedal. Another might be the phonograph, which evolved into the CD player.
• Tell the class that the activity in which they will participate will illustrate how inventions have evolved and are still evolving. Start by having students find partners.
• Give each pair of students the following assignment: Select a common, non-electric household item that you believe is important. Together, write down answers to the following questions about your item: What need does this item fill? What do you think the first one looked like? How did it change? How could it still be improved? What might this item look like in the future? (Draw a sketch.)
• After students have selected their items and answered their questions, have each pair of partners give an oral presentation on their findings.
• Lead a class discussion about how the activity applies to computers and how they evolved and continue to evolve.

Extension Activities:

• What can the Internet do?
• How do people communicate?
• What new uses have been found for integrated circuits?
• What advances in health care occurred because of the computer and/or integrated circuit?
• What are the problems in society as a result of growth and development?
• What new job possibilities are there that don't exist today?

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Computer Science > Computer Vision and Pattern Recognition

Title: bridging vision and language spaces with assignment prediction.

Abstract: This paper introduces VLAP, a novel approach that bridges pretrained vision models and large language models (LLMs) to make frozen LLMs understand the visual world. VLAP transforms the embedding space of pretrained vision models into the LLMs' word embedding space using a single linear layer for efficient and general-purpose visual and language understanding. Specifically, we harness well-established word embeddings to bridge two modality embedding spaces. The visual and text representations are simultaneously assigned to a set of word embeddings within pretrained LLMs by formulating the assigning procedure as an optimal transport problem. We predict the assignment of one modality from the representation of another modality data, enforcing consistent assignments for paired multimodal data. This allows vision and language representations to contain the same information, grounding the frozen LLMs' word embedding space in visual data. Moreover, a robust semantic taxonomy of LLMs can be preserved with visual data since the LLMs interpret and reason linguistic information from correlations between word embeddings. Experimental results show that VLAP achieves substantial improvements over the previous linear transformation-based approaches across a range of vision-language tasks, including image captioning, visual question answering, and cross-modal retrieval. We also demonstrate the learned visual representations hold a semantic taxonomy of LLMs, making visual semantic arithmetic possible.

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Fall 2024 CSCI Special Topics Courses

Cloud computing.

Meeting Time: 09:45 AM‑11:00 AM TTh  Instructor: Ali Anwar Course Description: Cloud computing serves many large-scale applications ranging from search engines like Google to social networking websites like Facebook to online stores like Amazon. More recently, cloud computing has emerged as an essential technology to enable emerging fields such as Artificial Intelligence (AI), the Internet of Things (IoT), and Machine Learning. The exponential growth of data availability and demands for security and speed has made the cloud computing paradigm necessary for reliable, financially economical, and scalable computation. The dynamicity and flexibility of Cloud computing have opened up many new forms of deploying applications on infrastructure that cloud service providers offer, such as renting of computation resources and serverless computing.    This course will cover the fundamentals of cloud services management and cloud software development, including but not limited to design patterns, application programming interfaces, and underlying middleware technologies. More specifically, we will cover the topics of cloud computing service models, data centers resource management, task scheduling, resource virtualization, SLAs, cloud security, software defined networks and storage, cloud storage, and programming models. We will also discuss data center design and management strategies, which enable the economic and technological benefits of cloud computing. Lastly, we will study cloud storage concepts like data distribution, durability, consistency, and redundancy. Registration Prerequisites: CS upper div, CompE upper div., EE upper div., EE grad, ITI upper div., Univ. honors student, or dept. permission; no cr for grads in CSci. Complete the following Google form to request a permission number from the instructor ( https://forms.gle/6BvbUwEkBK41tPJ17 ).

CSCI 5980/8980 

Machine learning for healthcare: concepts and applications.

Meeting Time: 11:15 AM‑12:30 PM TTh  Instructor: Yogatheesan Varatharajah Course Description: Machine Learning is transforming healthcare. This course will introduce students to a range of healthcare problems that can be tackled using machine learning, different health data modalities, relevant machine learning paradigms, and the unique challenges presented by healthcare applications. Applications we will cover include risk stratification, disease progression modeling, precision medicine, diagnosis, prognosis, subtype discovery, and improving clinical workflows. We will also cover research topics such as explainability, causality, trust, robustness, and fairness.

Registration Prerequisites: CSCI 5521 or equivalent. Complete the following Google form to request a permission number from the instructor ( https://forms.gle/z8X9pVZfCWMpQQ6o6  ).

Visualization with AI

Meeting Time: 04:00 PM‑05:15 PM TTh  Instructor: Qianwen Wang Course Description: This course aims to investigate how visualization techniques and AI technologies work together to enhance understanding, insights, or outcomes.

This is a seminar style course consisting of lectures, paper presentation, and interactive discussion of the selected papers. Students will also work on a group project where they propose a research idea, survey related studies, and present initial results.

This course will cover the application of visualization to better understand AI models and data, and the use of AI to improve visualization processes. Readings for the course cover papers from the top venues of AI, Visualization, and HCI, topics including AI explainability, reliability, and Human-AI collaboration.    This course is designed for PhD students, Masters students, and advanced undergraduates who want to dig into research.

Registration Prerequisites: Complete the following Google form to request a permission number from the instructor ( https://forms.gle/YTF5EZFUbQRJhHBYA  ). Although the class is primarily intended for PhD students, motivated juniors/seniors and MS students who are interested in this topic are welcome to apply, ensuring they detail their qualifications for the course.

Visualizations for Intelligent AR Systems

Meeting Time: 04:00 PM‑05:15 PM MW  Instructor: Zhu-Tian Chen Course Description: This course aims to explore the role of Data Visualization as a pivotal interface for enhancing human-data and human-AI interactions within Augmented Reality (AR) systems, thereby transforming a broad spectrum of activities in both professional and daily contexts. Structured as a seminar, the course consists of two main components: the theoretical and conceptual foundations delivered through lectures, paper readings, and discussions; and the hands-on experience gained through small assignments and group projects. This class is designed to be highly interactive, and AR devices will be provided to facilitate hands-on learning.    Participants will have the opportunity to experience AR systems, develop cutting-edge AR interfaces, explore AI integration, and apply human-centric design principles. The course is designed to advance students' technical skills in AR and AI, as well as their understanding of how these technologies can be leveraged to enrich human experiences across various domains. Students will be encouraged to create innovative projects with the potential for submission to research conferences.

Registration Prerequisites: Complete the following Google form to request a permission number from the instructor ( https://forms.gle/Y81FGaJivoqMQYtq5 ). Students are expected to have a solid foundation in either data visualization, computer graphics, computer vision, or HCI. Having expertise in all would be perfect! However, a robust interest and eagerness to delve into these subjects can be equally valuable, even though it means you need to learn some basic concepts independently.

Sustainable Computing: A Systems View

Meeting Time: 09:45 AM‑11:00 AM  Instructor: Abhishek Chandra Course Description: In recent years, there has been a dramatic increase in the pervasiveness, scale, and distribution of computing infrastructure: ranging from cloud, HPC systems, and data centers to edge computing and pervasive computing in the form of micro-data centers, mobile phones, sensors, and IoT devices embedded in the environment around us. The growing amount of computing, storage, and networking demand leads to increased energy usage, carbon emissions, and natural resource consumption. To reduce their environmental impact, there is a growing need to make computing systems sustainable. In this course, we will examine sustainable computing from a systems perspective. We will examine a number of questions:   • How can we design and build sustainable computing systems?   • How can we manage resources efficiently?   • What system software and algorithms can reduce computational needs?    Topics of interest would include:   • Sustainable system design and architectures   • Sustainability-aware systems software and management   • Sustainability in large-scale distributed computing (clouds, data centers, HPC)   • Sustainability in dispersed computing (edge, mobile computing, sensors/IoT)

Registration Prerequisites: This course is targeted towards students with a strong interest in computer systems (Operating Systems, Distributed Systems, Networking, Databases, etc.). Background in Operating Systems (Equivalent of CSCI 5103) and basic understanding of Computer Networking (Equivalent of CSCI 4211) is required.

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