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Introduction to Machine Learning

Machine Learning is an algorithmic approach of creating computer models with the ability to learn and adapt from a given dataset, these models can then be used to make useful predictions of results against similar but never-seen-before data. It is often refereed to as a subset of Artificial Intelligence and forms the very base on which AI models are created.

The Process Flow!

Mimicking the Human Brain


The concept of Machine Learning is based on idea that whether machines can be designed to imitate human behavior of learning, adapting skills and applying where necessary. Just like all living beings who learn from every experience in life and take future decisions, similarly Machine Learning approach create models which are first trained to ‘learn’ on a dataset distribution. The trained models predict results by applying the knowledge learnt during training with reasonable high accuracy. For example if a well designed ML model is trained on a data distibution of last 10 years of price fluctuation of real estate properties, it can predict and provide future trends of the prices of similar properties quiet accurately


To get you started, examples from daily life

  • Siri, Alexa, OkGoogle, Personal Assistants and Chatbots on electronic devices
  • Google Maps’ feature of telling in advance time to your destination and performing traffic rerouting
  • Facebook’s facial recognition, Identifying you and your friends in a photograph anywhere on Facebook
  • Recommender systems suggesting to you what to watch next in Netflix, Amazon and ‘People you may know’ sections in FB, LinkedIn, Instagram
  • Bioinformatics & Healthcare treatments, Disease diagnosis and Biotechnological discoveries in Medical Science
  • Gmail’s Spam filtering algorithms, MyAnalytics by Microsoft
  • Google Self Driving Cars
  • Dynamic prices in Travel websites
  • Personalized Advertisement contents based on User’s search pattern

Pictures

“The nation that leads in AI will be the ruler of the world” – Vladimir Putin

The Verge

21st century is all about data, so much so that is called as the new Oil, its true and Machine Learning is that very tool which is capable of harnessing this immense power of exponential growth of technology and data we are seeing in world right now


On Industrial level, Machine Learning Algorithms are helping organisations to

  • Increase productivity via Automation in manufacturing or services industries
  • Models created to detect symptoms for critical illnesses at early stages, helping doctors in analyzing scan results, surgical procedures, personalized medical treatments.
  • Early warning systems for storms, hurricanes, natural disasters including weather forecasting
  • Identifying and controlling the spread of epidemics
  • Crime investigation, control and prevention by Security agencies
  • Translation of texts across languages
  • Political trends in Election Campaigning

Machine learning algorithms are categorized as supervised, unsupervised, semi-supervised & Reinforcement Learning (Deep Learning)

Supervised Machine Learning

In supervised learning, the algorithm creates a mathematical model from a dataset which have both inputs and desired labeled outputs. The presence of labeled output makes the models to define the correlation between input data and their corresponding results. The model is trained repeatedly though a process in which it is fed with training data. The trained model is then tested on similar dataset to predict desired results. The training process continues until the model achieves a desired level of accuracy on the training data. Classification, Regression are examples of Supervised Machine Learning

Simple Regression Plot

Example Chart of Regression

Supervised machine learning is analogous to a student learning a subject by studying a set of questions and their corresponding answers. After mastering the mapping between questions and answers, the student can then provide answers to new (never-before-seen) questions on the same topic


Unsupervised Machine Learning

In contrast, Unsupervised algorithms creates models where the data used to train the model is not classified or labeled which means that the model is fed only with input values but without any information on part of output/labels.Unsupervised learning algorithms are used to find patterns or structures in the given data distribution. ‘Grouping’, ‘Categorization’ and ‘Clustering’ of data points comes under Unsupervised Machine Learning examples.

Exampe image of Unsupervised Learning


Semi-Supervised Machine Learning

Semi-supervised learning involves algorithms of mathematical models from a incomplete training dataset, where a only a portion of the sample input have labels and rest of it is unlabled or without any output results.

Example Image of Semisupervised Learning

Semi-supervised models fall somewhere in between supervised and unsupervised learning algorithms, In this method there is only small quantity of labeled data is present for training while and a large quantity of unlabeled data. The ML models which uses semi-supervised methods are capable of improving the learning accuracy by themselves. Semi-supervised learning technique is to infer labels for the unlabeled output samples, and then to train on the inferred labels to create a new model. Semi-supervised learning is most useful when acquiring labeled data is expensive but unlabeled examples are plentiful.


Reinforcement Learning

Reference

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Random Test Post #5

Some More Lorem Ipsum !!!

Jatt Di Bottle

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce nec fermentum elit, ac porttitor metus. Donec sit amet ultricies dolor. Suspendisse tempus quis lorem ac tristique. Phasellus non volutpat lectus, in ultricies enim. In sed pretium leo. Praesent nec quam vestibulum ligula varius tempus. Aenean sagittis dapibus ligula sit amet sagittis. Donec ac justo suscipit, congue nisi convallis, ullamcorper turpis. Aenean nec metus sit amet purus convallis sollicitudin. Sed finibus mattis dui a fringilla. Orci varius natoque penatibus et magnis dis parturient montes, nascetur ridiculus mus. In vel orci eu mauris bibendum varius. Maecenas tortor neque, porttitor ut sapien non, iaculis facilisis felis. Pellentesque in tempus tortor, ut viverra mi.

Quisque et urna et eros bibendum convallis. Fusce odio ipsum, pellentesque vitae congue in, blandit sit amet ligula. Mauris pellentesque dolor purus, et tristique eros tincidunt ac. Etiam lorem erat, luctus eu bibendum sed, convallis vitae elit. Aliquam fringilla pharetra turpis, et rutrum dolor posuere et. Curabitur porta placerat elit, sed feugiat diam fermentum sed. Duis finibus ac odio quis rutrum.

Sed interdum neque arcu, sit amet gravida urna aliquam a. Mauris congue, felis a eleifend consequat, eros ligula laoreet libero, et convallis arcu sem a purus. Nunc vel mauris gravida, sollicitudin quam eget, placerat magna. Suspendisse pretium erat eu bibendum tempor. Integer convallis augue ac risus congue commodo. Phasellus tristique suscipit viverra. Nulla et feugiat arcu.

Curabitur vestibulum volutpat purus at porta. Orci varius natoque penatibus et magnis dis parturient montes, nascetur ridiculus mus. Pellentesque sodales nibh ac aliquet malesuada. Vivamus ullamcorper ipsum pellentesque dolor feugiat tincidunt. Mauris nec quam at sapien ornare consequat. Praesent vulputate nibh orci, non tristique tellus rhoncus in. Sed massa tellus, porttitor nec risus vitae, vulputate facilisis purus. Nullam blandit quis dui ac aliquet. Etiam cursus nulla hendrerit, semper leo vel, eleifend est. Donec fringilla nisi ut ex interdum, at vehicula turpis dignissim. Donec a mi a nisi hendrerit luctus vitae id sapien. Praesent posuere mauris eu nisl hendrerit porttitor. Duis facilisis pulvinar feugiat.

Donec non tellus feugiat, volutpat diam non, posuere dui. Fusce lectus velit, fringilla ac accumsan ut, hendrerit a enim. Nam tincidunt, nibh eget commodo varius, augue libero porttitor velit, suscipit facilisis diam augue a orci. Pellentesque habitant morbi tristique senectus et netus et malesuada fames ac turpis egestas. Curabitur at enim et velit congue ultrices id sed nisi. Maecenas sit amet hendrerit sem, ut egestas tortor. Nulla porttitor massa eget risus pulvinar sagittis. Suspendisse tortor quam, scelerisque ultricies pulvinar in, consequat non mi. Nullam vel leo in ipsum aliquam maximus. Phasellus sed semper neque. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque efficitur lorem turpis, nec tempor urna hendrerit at. Donec nulla elit, vulputate in lorem ac, dignissim dapibus leo.Generados 5 párrafos, 451 palabras, 3081 bytes de Lorem Ipsum

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Random Test Post #4

मानक Lorem Ipsum अनुच्छेद, सन 1500 से इस्तेमाल में

“Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.”

“de Finibus Bonorum et Malorum”, का खंड 1.10.32, Cicero द्वारा 45 BC मे लिखा गया.

“Sed ut perspiciatis unde omnis iste natus error sit voluptatem accusantium doloremque laudantium, totam rem aperiam, eaque ipsa quae ab illo inventore veritatis et quasi architecto beatae vitae dicta sunt explicabo. Nemo enim ipsam voluptatem quia voluptas sit aspernatur aut odit aut fugit, sed quia consequuntur magni dolores eos qui ratione voluptatem sequi nesciunt. Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet, consectetur, adipisci velit, sed quia non numquam eius modi tempora incidunt ut labore et dolore magnam aliquam quaerat voluptatem. Ut enim ad minima veniam, quis nostrum exercitationem ullam corporis suscipit laboriosam, nisi ut aliquid ex ea commodi consequatur? Quis autem vel eum iure reprehenderit qui in ea voluptate velit esse quam nihil molestiae consequatur, vel illum qui dolorem eum fugiat quo voluptas nulla pariatur?”

1914; H. Rackham द्वारा अनुवाद

“But I must explain to you how all this mistaken idea of denouncing pleasure and praising pain was born and I will give you a complete account of the system, and expound the actual teachings of the great explorer of the truth, the master-builder of human happiness. No one rejects, dislikes, or avoids pleasure itself, because it is pleasure, but because those who do not know how to pursue pleasure rationally encounter consequences that are extremely painful. Nor again is there anyone who loves or pursues or desires to obtain pain of itself, because it is pain, but because occasionally circumstances occur in which toil and pain can procure him some great pleasure. To take a trivial example, which of us ever undertakes laborious physical exercise, except to obtain some advantage from it? But who has any right to find fault with a man who chooses to enjoy a pleasure that has no annoying consequences, or one who avoids a pain that produces no resultant pleasure?”

“de Finibus Bonorum et Malorum”, का खंड 1.10.33, Cicero द्वारा 45 BC मे लिखा गया.

“At vero eos et accusamus et iusto odio dignissimos ducimus qui blanditiis praesentium voluptatum deleniti atque corrupti quos dolores et quas molestias excepturi sint occaecati cupiditate non provident, similique sunt in culpa qui officia deserunt mollitia animi, id est laborum et dolorum fuga. Et harum quidem rerum facilis est et expedita distinctio. Nam libero tempore, cum soluta nobis est eligendi optio cumque nihil impedit quo minus id quod maxime placeat facere possimus, omnis voluptas assumenda est, omnis dolor repellendus. Temporibus autem quibusdam et aut officiis debitis aut rerum necessitatibus saepe eveniet ut et voluptates repudiandae sint et molestiae non recusandae. Itaque earum rerum hic tenetur a sapiente delectus, ut aut reiciendis voluptatibus maiores alias consequatur aut perferendis doloribus asperiores repellat.”

1914; H. Rackham द्वारा अनुवाद

“On the other hand, we denounce with righteous indignation and dislike men who are so beguiled and demoralized by the charms of pleasure of the moment, so blinded by desire, that they cannot foresee the pain and trouble that are bound to ensue; and equal blame belongs to those who fail in their duty through weakness of will, which is the same as saying through shrinking from toil and pain. These cases are perfectly simple and easy to distinguish. In a free hour, when our power of choice is untrammelled and when nothing prevents our being able to do what we like best, every pleasure is to be welcomed and every pain avoided. But in certain circumstances and owing to the claims of duty or the obligations of business it will frequently occur that pleasures have to be repudiated and annoyances accepted. The wise man therefore always holds in these matters to this principle of selection: he rejects pleasures to secure other greater pleasures, or else he endures pains to avoid worse pains.”

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Random Test Post # 3

Kas ir Lorem Ipsum?

Lorem Ipsum – tas ir teksta salikums, kuru izmanto poligrāfijā un maketēšanas darbos. Lorem Ipsum ir kļuvis par vispārpieņemtu teksta aizvietotāju kopš 16. gadsimta sākuma. Tajā laikā kāds nezināms iespiedējs izveidoja teksta fragmentu, lai nodrukātu grāmatu ar burtu paraugiem. Tas ir ne tikai pārdzīvojis piecus gadsimtus, bet bez ievērojamām izmaiņām saglabājies arī mūsdienās, pārejot uz datorizētu teksta apstrādi. Tā popularizēšanai 60-tajos gados kalpoja Letraset burtu paraugu publicēšana ar Lorem Ipsum teksta fragmentiem un, nesenā pagātnē, tādas maketēšanas programmas kā Aldus PageMaker, kuras šablonu paraugos ir izmantots Lorem Ipsum teksts.

Kāpēc mēs to lietojam?

Jau sen ir noskaidrots fakts, ka aplūkojot maketa dizainu un kompozīciju teksta saturs novērš uzmanību. Lorem Ipsum izmanto tāpēc, kas tas nodrošina vairāk vai mazāk vienmērīgu burtu izvietojumu un padara to līdzīgu lasāmam tekstam angļu valodā, kas neizdodas, ja vienu un to pašu tekstu ‘Šeit ir teksts, šeit ir teksts’ atkārto. Daudzas maketēšanas un web lapu rediģēšanas programmas mūsdienās izmanto Lorem Ipsum kā standarta parauga tekstu un, izmantojot interneta meklēšanas programmās atslēgas vārdus “lorem ipsum”, var redzēt cik daudz web lapu aizvien vēl gaida savu piedzimšanu. Pēdējo gadu laikā teksts Lorem Ipsum ieguvis dažādas versijas. Dažreiz tās radušās kļūdu dēļ, dažreiz – apzināti (piemēram, humoristiski un tiem līdzīgi varianti).

No kurienes tas ir radies?

Pretēji vispārpieņemtai pārliecībai, Lorem Ipsum nav teksts bez satura. Tā pirmsākums meklējams 45.gadā p.m.ē., vienā no klasiskās latīņu literatūras teksta fragmentiem, apstiprinot tā vairāk kā divus tūkstošus gadu seno pagātni. Richard McClintock, latīņu valodas profesors no Hampden-Sydney koledžas, Virdžīnijā, izvēlējās vienu no Lorem Ipsum visneparastākajiem vārdiem ‘consectetur’ un sāka nodarboties ar tā meklēšanu klasiskajā latīņu valodas literatūrā un atrada neapšaubāmu pirmavotu. Lorem Ipsum aizgūts no grāmatas “de Finibus Bonorum et Malorum” (“Par labā un ļaunā robežām”) 1.10.32 un 1.10.33. nodaļām, kuru 45.gadā p.m.ē. sarakstījis Cicerons. Šis traktāts par ētikas teoriju bija ļoti populārs Renesanses periodā. Pirmā Lorem Ipsum rinda “Lorem ipsum dolor sit amet..”, ir viena no 1.10.32 nodaļas rindām.

Interesenti var iepazīties ar turpinājumā pievienoto klasisko Lorem Ipsum teksta fragmentu, kas tiek izmantots kopš 16. gadsimta sākuma. Ir citētas arī Cicerona darba “de Finibus Bonorum et Malorum” 1.10.32 un 1.10.33 nodaļas un H. Rackham 1914.gada angliskais oriģināltulkojums.

Kur es to varu dabūt?

Ir daudz variantu ar Lorem Ipsum teksta fragmentiem, bet lielākajā daļā no tiem ir veikti dažāda veida labojumi, piemēram, humoristiski iespraudumi vai nejauši vārdi, kas pat aptuveni nav līdzīgi latīņu valodai. Ja jums ir nepieciešams Lorem Ipsum teksta fragments jums ir jābūt pārliecinātiem, ka tekstā nav nekā nepieņemama. Bez tam visi internetā esošie Lorem Ipsum ģeneratori, pārsvarā izmanto vienu un to pašu teksta fragmentu, kas tiek atkārtots, lai iegūtu vajadzīgo teksta daudzumu. Tas padara šeit piedāvāto ģeneratoru par pirmo precīzo Lorem Ipsum interneta ģeneratoru. Tas izmanto vārdnīcu ar vairāk kā 200 latīņu valodas vārdiem, kā arī vairākus teikumu struktūras veidošanas paraugus, kā rezultātā, iegūtais Lorem Ipsum ir teksta principiem atbilstošs, tajā nav rindkopas, kas atkārtojas, iestarpināti humoristiski vai neesoši vārdi.

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Random Test Post # 2

Hey there! This is Markdown in Test Post # 2 (here after TP2). Let’s see how it looks

Creativity is contagious ! Pass it on

Albert Einstein

Rating: 4 out of 9.

Who would you choose

The political environment in the country is not as good as we expect for which is the fastest growing economy of the world in 21st century

Chose your option and let us know!

Lorem Ipsum क्या है?

Lorem Ipsum छपाई और अक्षर योजन उद्योग का एक साधारण डमी पाठ है. Lorem Ipsum सन १५०० के बाद से अभी तक इस उद्योग का मानक डमी पाठ मन गया, जब एक अज्ञात मुद्रक ने नमूना लेकर एक नमूना किताब बनाई. यह न केवल पाँच सदियों से जीवित रहा बल्कि इसने इलेक्ट्रॉनिक मीडिया में छलांग लगाने के बाद भी मूलतः अपरिवर्तित रहा. यह 1960 के दशक में Letraset Lorem Ipsum अंश युक्त पत्र के रिलीज के साथ लोकप्रिय हुआ, और हाल ही में Aldus PageMaker Lorem Ipsum के संस्करणों सहित तरह डेस्कटॉप प्रकाशन सॉफ्टवेयर के साथ अधिक प्रचलित हुआ.

हम इसे क्यों प्रयोग करते हैं?

यह एक लंबा स्थापित तथ्य है कि जब एक पाठक एक पृष्ठ के खाखे को देखेगा तो पठनीय सामग्री से विचलित हो जाएगा. Lorem Ipsum का उपयोग करने का मुद्दा यह है कि इसमें एक और अधिक या कम अक्षरों का सामान्य वितरण किया गया है, ‘Content here, content here’ प्रयोग करने की जगह इसे पठनीय English के रूप में प्रयोग किया जाये. अब कई डेस्कटॉप प्रकाशन संकुल और वेब पेज संपादक उनके डिफ़ॉल्ट मॉडल पाठ के रूप में Lorem Ipsum उपयोग करते हैं, और अब “Lorem Ipsum” के लिए खोज अपने शैशव में कई वेब साइटों को उजागर करती है. इसके विभिन्न संस्करणों का वर्षों में विकास हुआ है, कभी दुर्घटना से, तो कभी प्रयोजन पर (हास्य और लगाव डालने के लिए).

यह कहाँ से आता है?

आम धारणा के विपरीत Lorem Ipsum बस यादृच्छिक (random) पाठ नहीं है. यह 45 ई.पू. से शास्त्रीय लैटिन साहित्य के एक टुकड़े से जुड़ा है, जो इसे 2000 वर्ष से अधिक प्राचीन बनाता है. Richard McClintock, हेम्प्डन-वर्जीनिया में सिडनी कॉलेज में एक लैटिन प्रोफेसर है, ने एक Lorem इप्सुम में से एक और अधिक अस्पष्ट लैटिन शब्द देखा और शास्त्रीय साहित्य के शहर में जाते हुए असंदेहदास्पक स्रोत की खोज की. Lorem Ipsum सिसरौ(Sisero) द्वारा “De Finibus Bonorum et Malorum” (अच्छाई और बुराई की चरम सीमा) के 1.10.32 और 1.10.33 वर्गों से आता है जो ४५ BC में लिखा गया था. यह पुस्तक “नैतिकता के सिद्धांत” विषय पर निबंध, जो नवजागरण के दौर का एक बहुत लोकप्रिय ग्रंथ है. Lorem Ipsum की पहली पंक्ति, “Lorem ipsum dolor sit amet..”, 1.10.32 खंड में एक पंक्ति से आती है.

Lorem Ipsum का मानक हिस्सा जिसकी प्रतिलिपि सन 1500 से प्रयोग की जाती है, रुचि रखने वालों के लिए नीचे उपलब्ध है. Cicero द्वारा लिखे गए “de Finibus Bonorum et Malorum” के खंड 1.10.32 और 1.10.3 भी अपने सटीक मूल रूप में उत्पादित हैं, साथ ही H. Rackham द्वारा 1914 में अंग्रेजी में अनुवादि

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Random Test Post # 1

This is some random text for a new post created for testing purposes. Ignore this

Qué es Lorem Ipsum?

Lorem Ipsum es simplemente el texto de relleno de las imprentas y archivos de texto. Lorem Ipsum ha sido el texto de relleno estándar de las industrias desde el año 1500, cuando un impresor (N. del T. persona que se dedica a la imprenta) desconocido usó una galería de textos y los mezcló de tal manera que logró hacer un libro de textos especimen. No sólo sobrevivió 500 años, sino que tambien ingresó como texto de relleno en documentos electrónicos, quedando esencialmente igual al original. Fue popularizado en los 60s con la creación de las hojas “Letraset”, las cuales contenian pasajes de Lorem Ipsum, y más recientemente con software de autoedición, como por ejemplo Aldus PageMaker, el cual incluye versiones de Lorem Ipsum.What is all this Lorem Ipsum about on a Tech Page

¿Por qué lo usamos?

Es un hecho establecido hace demasiado tiempo que un lector se distraerá con el contenido del texto de un sitio mientras que mira su diseño. El punto de usar Lorem Ipsum es que tiene una distribución más o menos normal de las letras, al contrario de usar textos como por ejemplo “Contenido aquí, contenido aquí”. Estos textos hacen parecerlo un español que se puede leer. Muchos paquetes de autoedición y editores de páginas web usan el Lorem Ipsum como su texto por defecto, y al hacer una búsqueda de “Lorem Ipsum” va a dar por resultado muchos sitios web que usan este texto si se encuentran en estado de desarrollo. Muchas versiones han evolucionado a través de los años, algunas veces por accidente, otras veces a propósito (por ejemplo insertándole humor y cosas por el estilo).

¿De dónde viene?

Hey There! .. Just Testing out what Pull Quote Formatting is

Pull Quote Citation. Let see

Al contrario del pensamiento popular, el texto de Lorem Ipsum no es simplemente texto aleatorio. Tiene sus raices en una pieza cl´sica de la literatura del Latin, que data del año 45 antes de Cristo, haciendo que este adquiera mas de 2000 años de antiguedad. Richard McClintock, un profesor de Latin de la Universidad de Hampden-Sydney en Virginia, encontró una de las palabras más oscuras de la lengua del latín, “consecteur”, en un pasaje de Lorem Ipsum, y al seguir leyendo distintos textos del latín, descubrió la fuente indudable. Lorem Ipsum viene de las secciones 1.10.32 y 1.10.33 de “de Finnibus Bonorum et Malorum” (Los Extremos del Bien y El Mal) por Cicero, escrito en el año 45 antes de Cristo. Este libro es un tratado de teoría de éticas, muy popular durante el Renacimiento. La primera linea del Lorem Ipsum, “Lorem ipsum dolor sit amet..”, viene de una linea en la sección 1.10.32

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El trozo de texto estándar de Lorem Ipsum usado desde el año 1500 es reproducido debajo para aquellos interesados. Las secciones 1.10.32 y 1.10.33 de “de Finibus Bonorum et Malorum” por Cicero son también reproducidas en su forma original exacta, acompañadas por versiones en Inglés de la traducción realizada en 1914 por H. Rackham.

¿Dónde puedo conseguirlo?

Hay muchas variaciones de los pasajes de Lorem Ipsum disponibles, pero la mayoría sufrió alteraciones en alguna manera, ya sea porque se le agregó humor, o palabras aleatorias que no parecen ni un poco creíbles. Si vas a utilizar un pasaje de Lorem Ipsum, necesitás estar seguro de que no hay nada avergonzante escondido en el medio del texto. Todos los generadores de Lorem Ipsum que se encuentran en Internet tienden a repetir trozos predefinidos cuando sea necesario, haciendo a este el único generador verdadero (válido) en la Internet. Usa un diccionario de mas de 200 palabras provenientes del latín, combinadas con estructuras muy útiles de sentencias, para generar texto de Lorem Ipsum que parezca razonable. Este Lorem Ipsum generado siempre estará libre de repeticiones, humor agregado o palabras no características del lenguaje, etc.

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Random Test Post #5

Some More Lorem Ipsum !!! Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce nec fermentum elit, ac porttitor metus. Donec sit amet ultricies dolor. Suspendisse tempus quis lorem ac tristique. Phasellus non volutpat lectus, in ultricies enim. In sed pretium leo. Praesent nec quam vestibulum ligula varius tempus. Aenean sagittis dapibus ligula sit amet … Continue reading “Random Test Post #5”

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The Rise of AI

    History of AI

    Arguably, Artificial intelligence or AI debuted at a conference at Dartmouth University in 1956. 11 years after the end of World War II, artificial intelligence was on the scene. At the time, there was a lot of optimism. Some people at the conference believed robots and AI machines would be doing the work of humans by the mid-1970s. Of course, that didn’t happen — what happened instead was that funding dried up and a period called “The AI Winter” began. That ostensibly lasted into the 2000s, when IBM’s Watson peaked a lot of interest in artificial intelligence again.

    Now we’re at an interesting place. Like PCs in the early 1980s or the Internet in the early 1990s, artificial intelligence is “out there” and people know about it — Tom Cruise and Will Smith movies, for one — but it hasn’t impacted businesses just yet. (Well, not most businesses.) Prominent Silicon Valley executives, like Sam Altman of Y Combinator and Elon Musk of Tesla/RocketX, are beginning to do more around AI — including being scared of its potential ramifications.

    In 1950, Alan Turing developed the Turing Test as a way of identifying machines that had intelligence indistinguishable from humans. His proposed test consists of text-only conversations between two participants. He argued that if a human participant is unable to tell the difference between communicating with a human versus a machine then that machine can be thought of as intelligent. His idea is masterfully captured in the show Westworld in a scene where an AI host named Angela asks,

    It was also around the mid-1950s when modern AI research officially began, leading to the establishment of numerous AI research programs and institutions, with the purpose of creating general AI. However, researchers greatly under-estimated the difficulty of this task and instead developed simple rule-based AI that could only operate in extremely narrow domains. It wasn’t until the early 2000s when artificial neural network based AI gained traction, producing huge breakthroughs in computer vision, speech recognition, and natural language processing.

    Almost all new AI technologies developed today (such as Microsoft’s Cortana, Amazon’s Alexa, Snapchat filters, Instagram filters, DeepMind’s AlphaGo, Netflix recommendations, Google Translate, Tesla’s self-driving cars) are powered by complex artificial neural networks. AI systems today are already starting to pass the Turing Test in certain domains, producing images and videos that are extremely difficult to distinguish real from fake. One of the concerns of AI technology is the automated generation of fake data and fake news, which could potentially mislead large populations of people.

    Machine intelligence will inevitably advance, grow and re-place human intelligence, which has raised concern among many public figures and experts. Elon Musk believes that AI can be more dangerous than nuclear weapons and could potentially lead to human extinction if we are not careful. He has been an important advocate for the regulation of AI technologies. In February 2018, “The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation” report was published by a group of leading AI researchers from various institutions including Stanford University, University of Oxford and OpenAI. The 101-paged report details potential malicious applications of AI technologies as well as interventions, potential solutions and areas for further research.

    The Pentagon, headquarters of the United States Department of Defense, recently released a 10 billion dollar contract, aptly named JEDI (Joint Enterprise Defense Infrastructure), for the development of an AI cloud computing system for warfare. Tech giants such as Amazon, Google, Microsoft and Oracle were poised to compete against each other in a bidding war, winner-take-all. However, Google has now dropped out of the JEDI bidding war stating that “we couldn’t be assured that it would align with our AI Principles”. Employees from Microsoft also released an open letter to protest the contract, stating that “Microsoft executives are on track to betray these [AI] principles in exchange for short-term profits”. The development and application of AI technologies is moving very quickly and will grow exponentially. A lack of proper ethical guidelines and regulations could spell disaster for humanity. If we are not careful with AI technology, we could one day find ourselves in a truly dystopic reality.