O relatório deste ano mostra uma indústria em amadurecimento, investimento privado significativo e aumento da concorraªncia entre a China e os EUA
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Michi Turner
A última década foi crucial para a indústria de IA, e 2020 viu a IA aumentar substancialmente seu impacto no mundo, apesar do caos provocado pela pandemia COVID: os tecna³logos fizeram avanços significativos em linguagem massiva e modelos generativos; os Estados Unidos testemunharam sua primeira queda nas contratações de IA - apontando para um amadurecimento da indústria - enquanto as contratações em todo o mundo aumentaram; mais da³lares fluaram para o uso da IA ​​pelo governo do que nunca, enquanto faculdades e universidades ofereciam aos alunos o dobro dos cursos de IA de alguns anos atrás.
Estas são apenas algumas das conclusaµes do andice de IA de 2021 , um estudo anual de impacto e progresso da IA ​​desenvolvido por uma equipe interdisciplinar do Instituto Stanford de Inteligaªncia Artificial Centrada no Homem (HAI) em parceria com organizações da indaºstria, academia e governo .Â
“O impacto da IA ​​no ano passado foi social e econa´mico, impulsionado pelo progresso cada vez mais rápido da própria tecnologiaâ€, disse o copresidente do AI Index, Jack Clark . “Com o andice de IA , podemos realmente medir e avaliar asmudanças, permitindo que lideres e tomadores de decisão tomem ações significativas para promover a IA de maneira responsável e anãtica, tendo os humanos em mente.â€
O 2021 AI Index éum dos relatórios mais abrangentes sobre IA atéo momento, analisando e destilando padraµes sobre o impacto da IA ​​em tudo, desde economias nacionais e crescimento de empregos atéa análise do progresso tanãcnico dentro da própria pesquisa de IA e análise da diversidade (ou falta de) entre as pessoas que criam sistemas de IA.
O novo andice mostra que, em 2020:
O investimento privado em IA aumentou substancialmente - apesar da crise COVID impactar negativamente a economia de outras maneiras.Â
A China ultrapassou os EUA em trabalhos acadaªmicos significativos. Acadaªmicos afiliados a China foram citados em mais peria³dicos revisados ​​por pares do que os acadaªmicos de qualquer outropaís, indicando que a pesquisa de IA da China aumentou em qualidade e quantidade. No entanto, os Estados Unidos tem consistentemente (e significativamente) mais citados documentos de conferaªncias sobre IA do que a China na última década. Â
A madia sintanãtica, coloquialmente conhecida como deepfakes, estãoem ascensão, com avanços na geração de texto, imagens e vadeo sintanãticos, demonstrando o progresso da IA, mas também destacando o potencial para uso antianãtico ou perigoso.
Os desafios anãticos das aplicações de IA tornaram-se um foco maior para a comunidade de IA, com um aumento significativo de artigos que mencionam anãtica e palavras-chave relacionadas entre 2015 e 2020.
A diversidade em IA ébaixa - em 2019, 45% dos novos graduados com PhD em IA que permaneceram nos Estados Unidos eram brancos, enquanto 2,5% eram afro-americanos e 3,2% eram hispa¢nicos. Os pesquisadores de IA estãoformando mais grupos de afinidade para tentar melhorar a diversidade no campo, e esses grupos estãovendo um crescimento significativo em sua adesão e impacto: membros Black in AI tiveram duas vezes o número de artigos aceitos no NeurIPS em 2019 em comparação com 2017, e participação em workshops realizados pelo Women in Machine Learning Group cresceu de menos de 200 participantes em 2014 para mais de 900 em 2020.Â
Desde que o Canada¡ publicou uma estratanãgia nacional de IA em 2017, outras nações o seguiram, com mais de 30países se comprometendo com estratanãgias nacionais de IA até2020.
Mais PhDs em IA aceitaram empregos na indústria privada em vez de na academia, e os professores continuaram trocando o ensino superior por cargos em empresas.Â
As corporações passaram a dominar as ferramentas que os pesquisadores de IA usam, com bibliotecas de software apoiadas por empresas (TensorFlow e Keras do Google e PyTorch do Facebook) se tornando os frameworks mais populares no GitHub.
O interesse do governo na IA continua a ser significativo, com o governo dos EUA gastando bilhaµes de da³lares em usos civis e não civis da IA. AI foi mencionada três vezes mais neste Congresso do que no anterior.Â
Além de contar o que aconteceu em 2020, o andice também destaca o que os pesquisadores ainda não sabem sobre o desenvolvimento e implantação de IA. Ao montar este relatório, os autores encontraram algumas áreas onde as fontes de dados estãofaltando ou não são - ainda - abrangentes. Por exemplo: a maioria dos dados de gastos do governo são estruturados de forma inconsistente e frequentemente não confia¡veis; A anãtica da IA ​​como um campo fez vários avanços qualitativos, mas éum desafio quantifica¡-los ou modela¡-los ao longo do tempo; e os dados relativos a diversidade em IA - especialmente sobre a composição das pessoas nas universidades e empresas - são relativamente escassos.Â
“a‰ claro pelos dados que, em 2020, a IA começou a ter um impacto mais significativo no mundo, enquanto a tecnologia continuou a evoluir muito rapidamenteâ€, disse Clark. “A elaboração deste relatório também destacou para nosa necessidade de os governos investirem mais na coleta de dados sobre IA e para os pesquisadores desenvolverem testes novos e mais difaceis para sistemas contempora¢neos de IA. Nossa análise bibliomanãtrica mostra que os Estados Unidos e a China tornaram-se nações semelhantes no desenvolvimento de IA, quando analisados ​​por meio de uma variedade deDimensões . â€
Barbara Grosz , membro do comitaª de direção do AI Index , acrescentou: “a‰ encorajador ver no relatório do AI Index deste ano um maior comprometimento com o exame de questões de diversidade no campo. O relatório deixa evidente, no entanto, a falta de dados disponíveis de instituições acadaªmicas, sociedades cientaficas e da indústria sobre a diversidade das comunidades de pesquisa e indústria de IA - de estudantes, cientistas e profissionais de IA. Diversificar o campo éessencial se for para produzir sistemas que funcionem para toda a sociedade, e o sucesso requer que a comunidade de pesquisa e a indústria coletem e analisem dados que acompanhem o progresso â€.Â