escort Mersin escort İzmir escort Ankara escort Antalya escort Bursa escort Gaziantep escort Denizli escort Adana escort Hatay escort Samsun escort Kocaeli escort Konya escort İstanbul escort Eskişehir escort Malatya escort Kayseri escort Sakarya escort Balıkesir escort Çanakkale escort Aydın escort Muğla escort Tekirdağ escort Yalova escort Trabzon escort Sivas escort Ordu escort Maraş escort Manisa escort Tokat escort Rize escort Amasya escort Ümraniye escort Üsküdar escort Zeytinburnu escort Çeşme escort Sincan escort Gaziemir escort İskenderun escort Buca escort Çubuk escort Marmaris escort Torbalı escort Haymana escort Kepez escort Osmangazi escort Bağcılar escort Muratpaşa escort Görükle escort Avcılar escort Darıca escort Çumra escort Anamur escort Çarşamba escort Ulus escort Kaş escort Gürsu escort Güngören escort Mut escort Kadıköy escort İznik escort Serik escort Menemen escort Aksu escort Kağıthane escort Kartal escort Maltepe escort Tire escort Finike escort Pendik escort 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escort Kapaklı escort Malkara escort Salihli escort Şehzadeler escort Soma escort Yunusemre escort Ayvalık escort Bigadiç escort Burhaniye escort Gönen escort Karesi escort Çan escort Yenice escort Ortahisar escort Yomra escort Perşembe escort Pazar escort Onikişubat escort Pazarcık escort Türkoğlu escort Eynesil escort Görele escort Piraziz escort Yağlıdere escort Çayıralan escort Boğazlıyan escort Zile escort Siverek escort Karaköprü escort Haliliye escort Akçakale escort Şarkışla escort Gemerek escort Oltu escort Palandöken escort Mudurnu escort Suluova escort Taşova escort Toprakkale escort Kilimli escort Tuşba escort Üzümlü escort Çorum escort Düzce escort Erzurum escort Kırklareli escort Kilis escort Kars escort Karabük escort Kırıkkale escort Mardin escort Kırşehir escort Muş escort Kastamonu escort Nevşehir escort Ardahan escort Bartın escort Karaman escort Siirt escort Batman escort Bayburt escort Uşak escort Igdır escort Sinop escort Şırnak escort Adıyaman escort Ağri escort 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Doğanşehir escort Afşin escort Alaşehir escort Malazgirt escort Fatsa escort Ürgüp escort Akyazı escort Eyyübiye escort Şarkışla escort Araklı escort Niksar escort Simav escort Ergene escort Fındıklı escort Nazilli escort Taşova escort Susurluk escort Çan escort Mudurnu escort Defne escort Kozan escort Sandıklı escort Yahyalı escort Patnos escort Kahta escort Pamukkale escort Ergani escort Oltu escort Nizip escort Görele escort Sarıkamış escort Yeşilyurt escort Dulkadiroğlu escort Kırkağaç escort Varto escort Fethiye escort Kumru escort Erenler escort Akçakale escort Suşehri escort Of escort Turhal escort Derince escort Ereğli escort Erdemli escort Bafra escort Kapaklı escort Pazar escort Davutlar escort Altıeylül escort Ayvacık escort Dörtyol escort Sarıçam escort Sur escort Palandöken escort Nurdağı escort Tirebolu escort Zile escort Ünye escort Selim escort bursa escort bayan bursa escort bayan istanbul escort bayan denizli escort bayan düzce escort bayan malatya escort bayan erzincan escort bayan zonguldak escort bayan eskişehir escort bayan gaziantep escort bayan gaziantep escort bayan gümüşhane escort bayan hatay escort bayan hatay escort bayan ığdır escort bayan gaziantep escort bayan istanbul escort bayan konya escort bayan izmit escort bayan kars escort bayan kayseri escort bayan kayseri escort bayan escort bayan adana escort adıyaman escort afyon escort ağrı escort aksaray escort amasya escort antalya escort ankara escort ardahan escort artvin escort aydın escort balıkesir escort bartın escort batman escort bayburt escort bilecik escort bingöl escort bitlis escort bolu escort burdur escort bursa escort Çanakkale escort Çankırı escort Çorum escort denizli escort diyarbakır escort düzce escort edirne escort elazığ escort sivas escort sinop escort şanlıurfa escort samsun escort sakarya escort rize escort osmaniye escort ordu escort niğde escort nevşehir escort muş escort muğla escort mersin escort mardin escort manisa escort malatya escort kütahya escort konya escort kocaeli escort kırşehir escort kırklareli escort kırıkkale escort kilis escort kıbrıs escort kayseri escort kastamonu escort kars escort karaman escort karabük escort kahramanmaraş escort izmit escort izmir escort istanbul escort Isparta escort Iğdır escort hatay escort hakkari escort gümüşhane escort giresun escort gaziantep escort eskişehir escort erzurum escort erzincan escort tekirdağ escort tokat escort trabzon escort uşak escort van escort yalova escort yozgat escort zonguldak escort

Computers and Technology

AI, Machine Learning and Data Science

AI, Machine Learning and Data Science

With technology, we often have perspectives which in their own subspace are very correct, but at times confusing. AI, Machine Learning and Data Science are intricate subjects which needs simplification. The intention or inspiration of writing this article is to clear the clutter around these subjects. Although our subject of study seem different they are quite similar. Two sides of the same coin, sounds something like that, doesn’t it. Well it took me quite a bit of time to understand this myself. Lets me first briefly talk about these technological keywords.

 

What is Data Science ?

Data Science is the conceptual framework within which we study and apply a scientific process of abstraction. Technically speaking, learning from data. Well to understand this, lets think of a event like say observing a waterfall. Well, this is a natural process, we all do it if we get an opportunity. However, I may record this process by way of a camera feed. Document by way of still or motion, annotate my inferences with some explanations or markers. Then this is like following a scientific process. History shows us that data was always recorded, look at ancient paintings on stone as an example. These were summarized articulation of observation made and preserved in a form to be inferred later.

To cut the story short, if from data which could be in any form, audio, video, image or codified entries we could relate elements and form a relationship which can be generalized, we have hit the sweet spot. Data science is the fine act of application of pure or applied science for abstraction of rules or models or in other words equations. We have all read, studied and used the simple universal equations of gravity, speed and distance. In real world natural data, generalized abstraction is observed. In business, medical, retail or any other commercial /non -commercial data which is not a outcome of natural process, these abstractions , at least the universal ones are difficult.

Specifically, it would be important to highlight that Data Science is the soul of Analytics. So then what about Machine Learning. Well lets answer that question in the next part.

 

What is Machine Learning ?

Machine Learning is the application of Algorithms on data, so as to form relative inference between two layers of data, one, the input and other the output. So its like giving a black box called machine learning algorithm a input data and another set of data called output data. Although Data Science would help me to find a abstraction using some data , hypothesized assumptions and inference, Machine Learning would practically create that abstraction without may be understanding the theoretical background.

So if I were a physicist, I would use data science to relate Energy with mass and a constant value, wherein I would be knowing a lot about the physical state or even the quantum state. But as I set into Machine Learning, having a background in these subjects might not be that important. All you need to have is a strong understanding of algorithm usage and its optimization. Given a good amount of data to simulate the experiment a ML approach would give solutions as expected.

In short Machine Learning makes it possible to use raw or processed data to bring the results in data science into a form which can be utilized.  But it still has some limitations. For instance, it cannot mimic the human behavior or intelligence. That’s where we start talking about Artificial Intelligence in our next section.

 

What is Artificial Intelligence ?

If I were to say that Machine Learning is the heart then Artificial Intelligence is the Brain. Data Science is the Mind which is superlative.  This tagging of terms to the human features has made me articulate the difference and the similarities between them. Don’t get carried away by this anomaly, as its just to have clarity in articulation. Now, coming back to the exact bookish meaning of AI. I would term AI as a concoction of Data Science, Machine Learning and heuristic rules to mimic a human. A filed of science called as Computational Intelligence is the origination of all these studies.

Computational Intelligence
Source : Imurgence

As you can see from this image, Computational Intelligence which is the field of study from which we have derived Artificial Intelligence, uses human capabilities like sensing, learning, recognizing, thinking and understanding. Evolutionary Computation a subsection of CI, uses principles of Natural evolution such as cross over, mutation, selection and reproduction. Examples of these would be Genetic programming as well as Grammatical evolution algorithms. You may have constantly heard of Artificial Neural Network  (ANN) or Convolutional Neural Network (CNN) or Recurrent Neural Network (RNN), all a subset of Computational Intelligence.

 

Conclusion

We can infer that Computational Intelligence is a subject which has subsets including all the topics which we discussed today. Data Science is the soul, Machine Learning is the engine and AI is the product created out of their amalgamation. I hope this article creates more curiosity and question to start a conversation between me as a learner and the readers as my teachers and fellow learners. This is my first article on this site and hope to write more. To learn more you can access my free data science and machine learning course.

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