Most of our routines start with unlocking
Most of our routines start with unlocking a phone using the fingerprint or facial unlock options and eventually ends up with, “Amazing!! I made it to 10,000 steps today” or “Hey Siri, set the alarm for 5 a.m.” Whether we like it or not, we spend a significant amount of time interacting with smart systems, and it’s (AI) becoming an essential part of our modern existence. From Search engines to Virtual Assistants, Recommender systems, Google maps, smart homes so on.. Using mathematics and algorithmic techniques, AI solves these complex real-world problems.
What is AI and why do we need it?
Artificial Intelligence is a science that develops theories and methodologies to make machines that are capable of thinking and understanding the world intelligently, as well as reacting appropriately to the situation in the same way humans can do. AI is closely related to study of human brain. We want our machines to sense, reason, think and act. We can create a machine that is capable of learning, thinking, and acting in the same ways that the human brain does. This can be used as a platform for developing intelligent learning systems.
Although being excellent at understanding the world around us, the human brain is unable to process the unstructured, unmanageable, and chaotic volumes of data that is being produced every day. As a result, we must create intelligent machines that are capable of handling massive amounts of data efficiently, indexing and organizing the data in a way that allows us to draw conclusions, learning from new data and updating constantly using the appropriate learning algorithms, think and react to situations based on the circumstances in real time.
Applications of AI
Let’s see how AI is useful in various domains and has been used across many industries.
Computer Vision: It deals with visual data such as images and videos. For example, these systems/algorithms can analyze medical images to help diagnose diseases, monitor patient progress and guide treatments, can analyze video footage in real-time to detect potential security threats etc.
Natural Language Processing:
These systems enables human-computer interaction.
“Alexa! play Baby Baby Baby oh..”
- Speech Recognition- Can able to hear and tries to understand what we are asking it and converts the speech to text.
- Natural Language Understanding- Does lexical, syntactic and semantic analysis of text to determine the meaning of a sentence.
- Natural Language Generation- Super cool…!! Song is already being played. Can you listen it!?
Remember ChatGPT 🖤
Games: Have you ever tried playing chess or AlphaGo with a computer? If not, give it a shot right away and see how smart the system is playing. It’s all part of the AI magic.
Expert Systems: A knowledge-based system that uses knowledge about its application domain and uses an inferencing procedure to solve complex real-world problems. Expert systems use a knowledge base of a particular domain and bring that knowledge to bear on the facts of the particular situation at hand.
https://twitter.com/ufc287livest/status/1644784546246959105
https://twitter.com/ufc287livest/status/1644784522763046912
https://twitter.com/ufc287livest/status/1644784504173903872
https://twitter.com/ufc287livest/status/1644784484586496000
https://twitter.com/ufc287livest/status/1644784467452755968
https://twitter.com/ufc287livest/status/1644784445596266498
https://twitter.com/ufc287livest/status/1644784421395124224
https://twitter.com/ufc287livest/status/1644784397164609536
https://twitter.com/ufc287livest/status/1644784372120453120
https://twitter.com/ufc287livest/status/1644784351748714496
https://twitter.com/ufc287livest/status/1644784330932383744
https://twitter.com/ufc287livest/status/1644784307679166465
https://forum.techtudo.globo.com/perguntas/866959/www2ereddit2ecomrpereiravadesany_livus
https://forum.techtudo.globo.com/perguntas/866964/www2ereddit2ecomrpereiravadesanyespntv
https://forum.techtudo.globo.com/perguntas/866967/www2ereddit2ecomrpereiravsadesanybuffs
https://forum.techtudo.globo.com/perguntas/866973/www2ereddit2ecomrpereiravsadesanycraks
https://forum.techtudo.globo.com/perguntas/866975/www2ereddit2ecomradesanyvpereirafight
https://forum.techtudo.globo.com/perguntas/866940/www2ereddit2ecomradesanyvpereiralivtv
https://forum.techtudo.globo.com/perguntas/866944/www2ereddit2ecomradesanyvspereira_liv
https://forum.techtudo.globo.com/perguntas/866946/www2ereddit2ecomrpereiravs_adesanyaliv
https://forum.techtudo.globo.com/perguntas/866950/www2ereddit2ecomrpereiravadesanyalivon
https://forum.techtudo.globo.com/perguntas/866954/www2ereddit2ecomrpereiravadesanya2liv
https://forum.techtudo.globo.com/perguntas/867115/twitter2ecomufc287liveststatus1644784421395124224
https://forum.techtudo.globo.com/perguntas/867120/twitter2ecomufc287liveststatus1644784397164609536
https://forum.techtudo.globo.com/perguntas/867122/twitter2ecomufc287liveststatus1644784372120453120
https://forum.techtudo.globo.com/perguntas/867124/twitter2ecomufc287liveststatus1644784351748714496
https://forum.techtudo.globo.com/perguntas/867127/twitter2ecomufc287liveststatus1644784307679166465
https://forum.techtudo.globo.com/perguntas/867094/twitter2ecomufc287liveststatus1644784546246959105
https://forum.techtudo.globo.com/perguntas/867100/twitter2ecomufc287liveststatus1644784522763046912
https://forum.techtudo.globo.com/perguntas/867102/twitter2ecomufc287liveststatus1644784504173903872
https://forum.techtudo.globo.com/perguntas/867106/twitter2ecomufc287liveststatus1644784484586496000
https://forum.techtudo.globo.com/perguntas/867107/twitter2ecomufc287liveststatus1644784467452755968
https://www.hybrid-analysis.com/sample/80896df1c43d1ff6a4187d285250f93244d45876f1f799679e2d6e6eb35427bb
https://www.hybrid-analysis.com/sample/c218638af5091242072df26afd11b123d007e0118c4ecf348f306a2bdd02659f
https://www.hybrid-analysis.com/sample/01135b111424e7c9bff314e77fe58c62c3bf27ae50e8ad1f25ee882b6a456111
https://www.hybrid-analysis.com/sample/360c80cf73c4eab4e412f0dfdb94eda63f015db815d0205ff6b5b8feb74c6878
https://www.hybrid-analysis.com/sample/7d8f8eed1d34cfa9bbe62e31fd6abecc83d3f5dda1c71fb1677d18e8c764bcaf
https://www.hybrid-analysis.com/sample/7db50bfa58fc97452f2f41cb3b267a96aee53fc451aef001dd5bd03a7202b8ed
https://pasteio.com/x5PQJ2UpHykj
https://pastelink.net/91g36a01
https://paiza.io/projects/jyV7FLl7GRojC8yxZ_S1AQ?language=php
https://ide.geeksforgeeks.org/online-c-compiler/3af3b113-c5f0-47f9-8335-010b45afc3c3
https://bitbin.it/InWXpotk/
https://paste.ee/p/gD2Pk
https://paste.cutelyst.org/GTG1MMrQS
http://paste.jp/432133f3/
https://onecompiler.com/java/3z53tcy2t
https://justpaste.it/6asba
http://pastie.org/p/2bs8B8n0cJ560JcYQb1uy4
https://pastebin.com/in9yk1M3
https://paste2.org/DpKtZ8Cx
https://www.bankier.pl/forum/temat_dasfdfadsfdf,60008997.html
https://paste.rs/XkZ
https://jsfiddle.net/xjfoqupr/
https://ideone.com/fZb6mj
https://rextester.com/
https://etextpad.com/kdn1hgq8b9
https://paste.artemix.org/-/b4xJdQ
https://paste.feed-the-beast.com/view/9485b983
https://yamcode.com/adsfdfghdasdfgdfsdf
https://www.pastery.net/dsbrnn/
https://telegra.ph/sdfgbn-asdvb-asdf-04-08
https://controlc.com/index.php?act=submit
https://notes.io/q99r6
https://tech.io/snippet/zs1C6K2
https://posteezy.com/asfdgfgdasfghdasfdgfg
https://wow.curseforge.com/paste/c56ad92f
https://privatebin.net/?615e658a3ab58bb5#A9m3akbTQTJnrZruLou7uvX2KsL8iN44wrHiahFbE4TY
https://paste.thezomg.com/165237/68098325/
https://paste.laravel.io/8883a762-2a4c-4730-b244-9a9dd3125a6c
http://pastebin.falz.net/2500651
https://ctxt.io/2/AACQ5VH_EQ
https://ide.geeksforgeeks.org/online-c-compiler/3f240cfb-0121-4d81-9b8f-5ea4e0aebe4b
https://rextester.com/l/php_online_compiler
https://glot.io/snippets/gjux1tibcs
https://www.toptal.com/developers/hastebin
https://textbin.net/thyelnujp2
https://paste.drhack.net/?c6bdd2368242f3b2#BRMFir4oShY5JouMiu6La5f76D3rDGsETTwNYRvPBFyn
https://ctftime.org/team/221779/
https://community.gaeamobile.com/forum/dragons-of-atlantis-heirs-of-the-dragon/news-and-announcements-ab/876834-dafsdfdafsdf
https://justpaste.me/lEXt1
https://www.justgiving.com/crowdfunding/mrxqnqibnof-eurokool-61?utm_term=ZAbZVKpND
https://ok.ru/profile/586489578896/statuses/155880067405968
https://gitlab.pavlovia.org/de-making/demakepis/issues/161689
https://gitlab.pavlovia.org/de-making/demakepis/issues/161691
https://gitlab.pavlovia.org/de-making/demakepis/issues/161693
https://gitlab.pavlovia.org/de-making/demakepis/issues/161695
https://gitlab.pavlovia.org/de-making/demakepis/issues/161699
https://gitlab.pavlovia.org/de-making/demakepis/issues/161702
https://gitlab.pavlovia.org/de-making/demakepis/issues/161704
https://gitlab.pavlovia.org/de-making/demakepis/issues/161717
https://gitlab.pavlovia.org/de-making/demakepis/issues/161720
https://gitlab.pavlovia.org/de-making/demakepis/issues/161722
Recommendation Systems: Almost all the e-commerce industries are surviving using this recommendation system. Ever pondered how, after placing an item in our shopping cart, similar items that other customers have purchased will also get displayed (Customers who bought this item also bought XXXXX).
Building an intelligent System
One of the most commonly used techniques for building an intelligent system includes Machine Learning. Here, We impart intelligence to an agent through data and training.
AI assistants, such as Alexa and Siri, are examples of intelligent agents because they use sensors to discern a user’s request and automatically collect data from the internet without the user’s assistance. Once after the sensor perceives the input, it sends it to the feature extractor to get all the relevant features. Now the pre-trained ML model (inference engine) make predictions based on the learning model. The decision taken by the inference engine is then sent to the actuators, which then takes the corresponding action in the real world.
In order to understand machine learning and build a complete solution, one has to be familiar with many techniques from different fields such as pattern recognition, artificial neural networks, data mining, statistics, and so on. One of the best parts is that we don’t have to figure out the underlying mathematical formula. Because machine itself derives the formula from data, you don’t need to know complex mathematics. All we need to do is create the list of inputs and the corresponding outputs. The learned model that we get is just the relationship between labeled inputs and the desired outputs.
Here comes the end…!! We learned what AI is all about and why we need to study it. We discussed various applications, discussed how to develop an intelligent agent using machine learning.
Post a Comment