Kunstmatige onvolkomenheid: waarom machine learning niet altijd de beste oplossing is
Inleiding
Met de komst van kunstmatige intelligentie (AI) staan we voor nieuwe toepassingen binnen de technologie. Machine learning is een van de populairste soorten AI – het maakt gebruik van algoritmes om gegevens te analyseren en te leren van deze gegevens. Het kan echter ook problemen veroorzaken als het niet correct wordt gebruikt; machine learning heeft momenteel nog steeds beperkingen, waardoor het soms niet de beste oplossing is. In deze blogpost gaan we wat dieper in op de onvolkomenheden van machine learning en wat de alternatieve opties hier zijn.
Wat is Machine Learning?
Machine Learning (ML) is het proces waarbij computers leren uit gegevens door patronen te herkennen, modellen te maken en generieke regels te schrijven. Het is een subset van kunstmatige intelligentie (AI). De AL-algoritmes die worden gebruikt bij machine learning, zoals regressie, classificatie, recommendation engines, deep learning en neural networks, maken interessante voorspellingen over data. Met ML kunnen computers complexe taken uitvoeren zoals het voorspellen wat iemand zou willen kopen op basis van zijn of haar koopgeschiedenis, of het beoordelen van een foto op basis van de verzamelde informatie.
Wat zijn de onvolkomenheden van Machine Learning?
Machine Learning heeft nog steeds veel onvolkomenheden. De belangrijkste problemen zijn:
- Onvoldoende gegevens: Machine Learning is afhankelijk van grote hoeveelheden gegevens om betrouwbare voorspellingen te maken. Als de hoeveelheid gegevens die wordt gebruikt te klein is, zullen de algoritmes onbetrouwbare conclusies trekken of zelfs geen conclusies trekken.
- Te veel variabelen: Machine Learning werkt goed als de variabelen beperkt zijn. Als er te veel variabelen zijn, wordt het moeilijk om de gegevens te analyseren en voorspellingen te maken.
- Inconsistente gegevens: Als de gegevens die worden gebruikt inconsistent zijn, zal het machine learning-model voor de verkeerde conclusies optreden. Dit kan leiden tot onbetrouwbare voorspellingen enreports.
- Voorspellen: Machine Learning is goed in het voorspellen van toekomstige trends. Maar in sommige gevallen heeft het niet de mogelijkheid om toekomstige problemen aan te pakken, omdat de gegevens die worden gebruikt, misschien beperkt zijn.
Waarom is Machine Learning niet altijd de beste oplossing?
1. Machine Learning is slechts een manier om problemen op te lossen. Als het niet de beste tool voor het specifieke probleem is, zal het slechte resultaten opleveren.
2. ML heeft ook beperkingen als het gaat om het aanpassen of veranderen van zijn algoritmes, waardoor het moeilijk is om te reageren op veranderende omstandigheden.
3. ML-algoritmes zijn ook gevoelig voor fouten in de data die wordt gebruikt. Hierdoor is de nauwkeurigheid beperkt en kan het leiden tot onbetrouwbare resultaten.
4. Machine Learning kan ook moeite hebben met het afhandelen van data met veel variabelen, of wanneer de data incompleet is, waardoor het moeilijk is om betrouwbare modellen te maken.
Alternatieven voor Machine Learning
1. Het Expert System: Het expert systeem is een combinatie van algoritmes dat gebruikmaakt van kennis over een domein (bijv. Geneeskunde). Het is bedoeld om kennis te vergaren van experts uit het veld en te gebruiken om problemen op te lossen.
2. Linguïstische Analyse: Linguïstische analyse is de analyse van taal voor het detecteren van betekenis. Het gebruikt algoritmes om de structuur, betekenis en intentie van zinnen te analyseren. Dit is nuttig bij het verwerken van conversaties tussen mensen.
3. BesluitvormingBoom: Decision Tree analyseert gegevens om kennis te vergaren uit die gegevens. Het gebruikt verschillende algoritmes om kennis over een domein te vergaren en beslissingsbomen te genereren om intelligente beslissingen te nemen.
Conclusie
Volgens onze discussie, Machine Learning is een krachtig hulpmiddel om complexe problemen op te lossen. Maar het kan ook bepaalde nadelen hebben, zoals beperkte variabelen, inconsistentie en onvoldoende gegevens. Daarom is het belangrijk dat elke gebruiker een goed begrip heeft van de beperkingen van ML. Om de beste oplossing te vinden, zou men ook moeten overwegen om alternatieve oplossingen te combineren met ML, zoals expert systemen, linguïstische analyse en besluitvormende bomen.
Referenties
[1] Bengio, Y. (2012). Deep Learning ofrepresentation learning: Een beknopte introductie. Universiteit van Montreal, Universiteit van Toronto.
[2] Klapper, J. (2018). Beeldherkenning met machine learning. Bliksem.
[3] Lou, Y. (2020). De kracht van algoritmen, machin: een introductie tot machine learning. Codeburst.
[4] Palak, K. (2019). Expert System: Een beknopte introductie. DataFlair.
[5]Goyal, N. (2019). Besluitvormende bomen: Een beknopte introductie. KDNuggets.
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Achraf Hakimi Mou https://achraf-hakimi.prostoprosport-fr.com Moroccan footballer, defender of the French club Paris Saint-Germain “and the Moroccan national team. He played for Real Madrid, Borussia Dortmund and Inter Milan.
Sweet Bonanza https://sweet-bonanza.prostoprosport-fr.com is an exciting slot from Pragmatic Play that has quickly gained popularity among players thanks to its unique gameplay, colorful graphics and the opportunity to win big prizes. In this article, we’ll take a closer look at all aspects of this game, from mechanics and bonus features to strategies for successful play and answers to frequently asked questions.
Bernardo Silva https://bernardo-silva.prostoprosport-fr.com Portuguese footballer, midfielder. Born on August 10, 1994 in Lisbon. Silva is considered one of the best attacking midfielders in the world. The football player is famous for his endurance and performance. The athlete’s diminutive size is more than compensated for by his creativity, dexterity and foresight.
Kylian Mbappe Lotten https://kylian-mbappe.prostoprosport-fr.com Footballeur francais, attaquant du Paris Saint-Germain et capitaine de l’equipe de France. Le 1er juillet 2024, il deviendra joueur du club espagnol du Real Madrid.
Jogo do Tigre https://jogo-do-tigre.prostoprosport-br.com is a simple and fun game that tests your reflexes and coordination. In this game you need to put your finger on the screen, pull out the stick and go through each peg. However, you must ensure that the stick is the right length, neither too long nor too short.
Mohamed Salah Hamed Mehrez Ghali https://mohamed-salah.prostoprosport-fr.com Footballeur egyptien, attaquant du club anglais de Liverpool et l’equipe nationale egyptienne. Considere comme l’un des meilleurs footballeurs du monde
Declan Rice https://declan-rice.prostoprosport-fr.com Footballeur anglais, milieu defensif du club d’Arsenal et de l’equipe nationale equipe d’Angleterre. Originaire de Kingston upon Thames, Declan Rice s’est entraine a l’academie de football de Chelsea des l’age de sept ans. En 2014, il devient joueur de l’academie de football de West Ham United.
Declan Rice https://declan-rice.prostoprosport-fr.com Footballeur anglais, milieu defensif du club d’Arsenal et de l’equipe nationale equipe d’Angleterre. Originaire de Kingston upon Thames, Declan Rice s’est entraine a l’academie de football de Chelsea des l’age de sept ans. En 2014, il devient joueur de l’academie de football de West Ham United.
Thibaut Nicolas Marc Courtois https://thhibaut-courtois.prostoprosport-fr.com Footballeur belge, gardien de but du club espagnol du Real Madrid . Lors de la saison 2010/11, il a ete reconnu comme le meilleur gardien de la Pro League belge, ainsi que comme joueur de l’annee pour Genk. Triple vainqueur du Trophee Ricardo Zamora
Ronaldo de Asis Moreira https://ronaldinhogaucho.prostoprosport-br.com Brazilian footballer, played as an attacking midfielder and striker. World Champion (2002). Winner of the Golden Ball (2005). The best football player in the world according to FIFA in 2004 and 2005.
Xavi or Xavi Quentin Sy Simons https://xavi-simons.prostoprosport-fr.com Dutch footballer, midfielder of the Paris Saint-Germain club -Germain” and the Dutch national team, playing on loan for the German club RB Leipzig.
Jamal Musiala https://jamal-musiala.prostoprosport-fr.com footballeur allemand, milieu offensif du club allemand du Bayern et du equipe nationale d’Allemagne. Il a joue pour les equipes anglaises des moins de 15 ans, des moins de 16 ans et des moins de 17 ans. En octobre 2018, il a dispute deux matchs avec l’equipe nationale d’Allemagne U16. En novembre 2020, il a fait ses debuts avec l’equipe d’Angleterre U21.
Erling Breut Haaland https://erling-haaland.prostoprosport-br.com Futebolista noruegues, atacante do clube ingles Manchester City e Selecao da Noruega. Detentor do recorde da Premier League inglesa em gols por temporada.
Carlos Henrique Casimiro https://carloscasemiro.prostoprosport-br.com Futebolista brasileiro, volante do clube ingles Manchester United e capitao do Selecao Brasileira. Pentacampeao da Liga dos Campeoes da UEFA, campeao mundial e sul-americano pela selecao juvenil brasileira.
Kylian Mbappe Lotten https://kylianmbappe.prostoprosport-br.com Futebolista frances, atacante do Paris Saint-Germain e capitao da selecao francesa equipe . Em 1? de julho de 2024, ele se tornara jogador do clube espanhol Real Madrid.
Philippe Coutinho Correia https://philippecoutinho.prostoprosport-br.com Brazilian footballer, midfielder of the English club Aston Villa, playing on loan for the Qatari club Al-Duhail. He is known for his vision, passing, dribbling and long-range ability.
Lionel Messi https://lionelmessi.prostoprosport-br.com e um jogador de futebol argentino, atacante e capitao do clube da MLS Inter Miami. , capitao da selecao argentina. Campeao mundial, campeao sul-americano, vencedor da Finalissima, campeao olimpico. Considerado um dos melhores jogadores de futebol de todos os tempos.
Mohamed Salah https://mohamedsalah.prostoprosport-br.com e um futebolista egipcio que joga como atacante do clube ingles Liverpool e do Selecao egipcia. Considerado um dos melhores jogadores de futebol do mundo. Tricampeao da Chuteira de Ouro da Premier League inglesa: em 2018 (sozinho), 2019 (junto com Sadio Mane e Pierre-Emerick Aubameyang) e 2022 (junto com Son Heung-min).
Karim Mostafa Benzema https://karim-benzema.prostoprosport-br.com Futebolista frances, atacante do clube saudita Al-Ittihad . Jogou pela selecao francesa, pela qual disputou 97 partidas e marcou 37 gols.
Harry Kane https://harry-kane.prostoprosport-br.com recebeu um convite para a selecao sub-alterna da Inglaterra pela primeira vez tempo 17 para o torneio juvenil em Portugal. Ao mesmo tempo, o atacante, devido a doenca grave, nao compareceu ao triunfante Campeonato Europeu Sub-17 masculino de 2010 pelos britanicos.
Kaka https://kaka.prostoprosport-br.com Futebolista brasileiro, meio-campista. O apelido “Kaka” e um diminutivo de Ricardo. Formado em Sao Paulo. De 2002 a 2016, integrou a Selecao Brasileira, pela qual disputou 92 partidas e marcou 29 gols. Campeao mundial 2002.
Luis Alberto Suarez Diaz https://luis-suarez.prostoprosport-br.com Uruguayan footballer, striker for Inter Miami and Uruguay national team. The best scorer in the history of the Uruguay national team. Considered one of the world’s top strikers of the 2010s
Jude Bellingham https://jude-bellingham.prostoprosport-br.com Futebolista ingles, meio-campista do clube espanhol Real Madrid e do Selecao da Inglaterra. Em abril de 2024, ele ganhou o premio Breakthrough of the Year do Laureus World Sports Awards. Ele se tornou o primeiro jogador de futebol a recebe-lo.
Kevin De Bruyne https://kevin-de-bruyne.prostoprosport-br.com Futebolista belga, meio-campista do Manchester club City” e a selecao belga. Formado pelos clubes de futebol “Ghent” e “Genk”. Em 2008 iniciou sua carreira adulta, fazendo sua estreia no Genk.
Ederson Santana de Moraes https://edersonmoraes.prostoprosport-br.com Futebolista brasileiro, goleiro do clube Manchester City e da Selecao Brasileira . Participante do Campeonato Mundial 2018. Bicampeao de Portugal pelo Benfica e pentacampeao de Inglaterra pelo Manchester City.
Virgil van Dijk https://virgilvandijk.prostoprosport-br.com Futebolista holandes, zagueiro central, capitao do clube ingles Liverpool e capitao do a selecao holandesa.
Victor James Osimhen https://victor-osimhen.prostoprosport-br.com e um futebolista nigeriano que atua como atacante. O clube italiano Napoli e a selecao nigeriana.