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Autor Tópico: Sistemas com inteligência artificial  (Lida 5017 vezes)

muze

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Sistemas com inteligência artificial
« em: 2020-01-23 07:55:48 »
Comprei este curso de tensorflow para aprender a utilizar machine learning em sistemas

https://www.udemy.com/course/numpytensorflowpython

já alguém usou algumas destas frameworks para criar sistemas? Também quero aprender pytorch, mas isto parece meio pesado acho que vai levar um tempo a aprender

Ugly bull

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Re: Sistemas com inteligência artificial
« Responder #1 em: 2020-01-27 14:43:45 »
Comprei este curso de tensorflow para aprender a utilizar machine learning em sistemas

https://www.udemy.com/course/numpytensorflowpython

já alguém usou algumas destas frameworks para criar sistemas? Também quero aprender pytorch, mas isto parece meio pesado acho que vai levar um tempo a aprender

Nos últimos tempos tenho-me dedicado a utilizar clustering e predictive algorithms em python, utilizando o google colab como IDE...Encontras imensas linhas de código para aquilo que quiseres fazer sem estar a programar de raiz mas é claro que tens de perceber a linguagem que estás a usar e o python é bastante acessível. O tensorflow é util para ANN's e tens também o Keras, que é uma versão ainda mais aligeirada do tensorflow. O pytorch (equivalente do tensorflow) nunca usei.
O github, o kagle e stackoverflow têm-me ajudado imenso neste meu percurso de aprendizagem. Apesar de já me ter iniciado no python, estou num curso do MIT/EDX (Introduction to Computer Science and Programming Using Python) sobretudo porque, mais do que programar as ANN's e demais algoritmos, o segredo está na forma como adquires e manipulas os dados. Tenho outros cursos do MIT no EDX em vista, assim que termine este. É a manipulação de dados que me tem dado cabo da cabeça...

vbm

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Re: Sistemas com inteligência artificial
« Responder #2 em: 2022-01-18 21:02:52 »
Estou a acabar de ler A Era da Inteligência Artificial de Kissinger et alter!

Entendi a pesquisa de padrões e a previsão de efeitos de associações,
que nos escapam por demasiado subtis, pode conduzir
a descobertas prenhes de grande inovação
e progresso. Tudo alcançado
sem consciência de
pensamento!

Daniel Dennett, no seu From Bacteria to Bach and Back
também assevera que tanto se pode erguer conhecimento
pelo artifício de apurar relações numa multitude
de dados, como pela ordenação
consciente de os deduzir
de princípios que
tudo expliquem!

É como se queira e segundo o que se consiga.
Mas vai ser difícil lidar com a sofisticação
dos modelos de autoaprendizagem
pelo tratamento de dados,
se os deixarmos tão
autónomos que
tudo decidam
por nós.

vbm

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Re: Sistemas com inteligência artificial
« Responder #3 em: 2022-08-27 21:25:37 »
E além disso,
quando as coisas funcionam
é preciso perceber porquê e como.

vbm

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Re: Sistemas com inteligência artificial
« Responder #4 em: 2022-11-03 08:26:10 »
Isto é,
o que as determina
a manifestar os resultados
que obtêm; e como se dá
serem compossíveis ao que há. 

Kaspov

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Re: Sistemas com inteligência artificial
« Responder #5 em: 2023-10-01 13:05:10 »
«It's bears versus robot wolves in ageing Japan

    Published

    10 hours ago

Media caption,

Watch: Robot wolves help protect Japan from bear attacks

By Derek Cai
BBC News, Singapore


With gleaming red eyes, bone-chilling howls, and bared fangs, animals scatter for cover at the sight of this beast. But this is no ordinary wolf, or even a real one for that matter.

Originally designed to keep wild animals away from farms, authorities now use this mechanical wolf to stop bears from entering urban areas and attacking people.

The instalment of the robot in Takikawa city in the autumn of 2020 marked the first time the robot beast was used to repel bears, said Motohiro Miyasaka, the president of Wolf Kamuy, the company that developed the product.

Since then, more local governments have placed orders for the Monster Wolf, a name that does not betray its image.

While bear attacks are not uncommon in Japan, incidents have been rising at an alarming rate, said authorities.

Experts say the main reason is people migrating out of rural farming villages. That's because of a change in the lifestyle of the Japanese - particularly youth.

"Japan's urban population is expanding, younger people don't want to live in or near mountains," said Shinsuke Koike, a professor at the Tokyo University of Agriculture and Technology whose research centres on bears, biodiversity, and forest ecosystems.

Many of them have migrated to big cities, emptying their villages or towns that have already been shrinking in the past decades due to an increasingly ageing population.

"More and more, rural farmlands in the foothills that once acted as buffer zones between the bears and humans are disappearing," Mr Koike told the BBC.
This picture shows a brown bear that is on the loose in Sapporo, Hokkaido prefecture on June 18, 2021. - A brown bear was on the loose in the northern Japanese city of Sapporo, with the government warning residents to stay home after the animal injured four people including a soldier.Image source, Getty Images
Image caption,
Bear habitat has expanded from the mountains into the flatlands closer to human populations

As a result, young bears have over the decades moved into the untended woodlands, living closer to cities, getting used to bright lights and loud noises and becoming more unafraid of humans.

They are wandering into residential areas because their habitat has expanded from the mountains into the flatlands closer to human populations.

Over the past six decades, there have been more than 150 bear attacks in Hokkaido. At least four people were killed and 10 were injured in 2021 - one of the deadliest years on record.

The more ferocious brown bears are found in the northernmost region of Hokkaido. Asian black bears populate the rest of Japan. They are identified by the cream-coloured crescent mark on their chests, and are less aggressive, but not any less dangerous.

Japan's bear population is also increasing at a time when Japan's human population is ageing and shrinking. Government data estimates there are around 12,000 brown bears in the Hokkaido region, while some experts put the Asian black bear population at around 10,000.
This photo taken on July 27, 2023 shows senior citizens enjoying cool popsicles after playing the croquet-inspired game of "gateball" at a park in suburban TokyoImage source, Getty Images
Image caption,
Japan now has the world's oldest population, according to the UN

Bear sightings and incidents happen usually around April when they awake from hibernation in search of food, and then again in September and October when they eat to store fat for the winter months. Fatal attacks are, however, rare.

"But statistically if the number of attacks and injuries go up, chances of people dying will probably increase as well," said Mr Koike.

It situation has been worsened by reduced yields of acorns - the biggest food source for bears - in part because of climate change.

Acorn harvests typically adhere to a boom and bust cycle. An autumn of exceptional harvest can mean a dismal one the following year, and a bad year can be made worse when intense storms - more frequent now because of climate change - destroys crops.

    Where are all the acorns this year?

Global warming can also affect oak trees in other ways. A 2015 study showed that warmer weather may lead to smaller crops of acorns by disrupting pollination.

Oak trees usually bloom at the same time, which allows for more successful cross-pollination.

But warmer spring seasons - a result of global warming - lengthen the blooming period and cause oak trees to flower in a less synchronised manner. That can reduce acorn harvests in autumn by about 20%, according to Tim Sparks, a professor at Coventry University and one of the authors of the study.
Asian black bears are found on Japan's main island, while more ferocious brown bears populate its northern island Hokkaido
Image caption,
Asian black bears are found on Japan's main island, while more ferocious brown bears populate its northern island Hokkaido

More poor harvests could send even more bears into people's backyards in search of food.

"What we need to think about doing now is how to get the bears back into the mountains," said Mr Koike.

But there is no clear solution.

The main problem, according to Tsutomu Mano, a research biologist at the Hokkaido Research Organisation who spoke to local media, is that very few officials have wildlife management knowledge, and government ministries don't coordinate well to deal with the issue.

Beyond teaching people how to react during bear encounters and relying on a decreasing number of ageing hunters, authorities are at a loss at how to best deal with the situation, Mr Koike said.

Before the diminishing rural communities and the dampened acorn harvests, many attacks in the past happened when people veered deep into the wilderness of bear territory. But that's now flipped.

"They're trying their best, but this is a new problem for them," said Mr Koike.

Video by Isabelle Rodd»


https://www.bbc.com/news/world-asia-66737051
Gloria in excelsis Deo; Jai guru dev; There's more than meets the eye; I don't know where but she sends me there