{"id":5550,"date":"2023-09-17T15:10:59","date_gmt":"2023-09-17T15:10:59","guid":{"rendered":"https:\/\/dailyai.com\/?p=5550"},"modified":"2024-03-28T00:42:58","modified_gmt":"2024-03-28T00:42:58","slug":"ai-and-machine-learning-join-the-fight-to-protect-the-amazon","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/","title":{"rendered":"AI och maskininl\u00e4rning g\u00e5r in i kampen f\u00f6r att skydda Amazonas"},"content":{"rendered":"

Amazonas regnskog, som t\u00e4cker ett omr\u00e5de p\u00e5 2,3 miljoner kvadratkilometer, \u00e4r v\u00e4rldens st\u00f6rsta regnskog och den region som har st\u00f6rst biologisk m\u00e5ngfald.\u00a0<\/strong><\/p>\n

Amazonas, som \u00e4r utspritt \u00f6ver nio l\u00e4nder, \u00e4r avg\u00f6rande f\u00f6r planetens h\u00e4lsa, eftersom det absorberar koldioxid, reglerar v\u00e4derm\u00f6nster och utg\u00f6r en livsmilj\u00f6 f\u00f6r otaliga arter.\u00a0<\/span><\/p>\n

Avskogning och olaglig markanv\u00e4ndning har hotat Amazonas i \u00e5rtionden, vilket har lett till storskalig f\u00f6rlust av livsmilj\u00f6er och n\u00e4stan o\u00e5terkalleliga skador p\u00e5 ekosystemet.\u00a0<\/span><\/p>\n

Enligt uppgift fr\u00e5n <\/span>Bevarande av Amazonas<\/span><\/a>Bara under 2022 f\u00f6rsvann n\u00e4stan 5 miljoner hektar regnskog, vilket var en \u00f6kning med 21% j\u00e4mf\u00f6rt med f\u00f6reg\u00e5ende \u00e5r.<\/span><\/p>\n

AI-l\u00f6sningar f\u00f6r naturv\u00e5rd<\/span><\/h2>\n

Djupt inne i Amazonas regnskog r\u00f6r sig djur genom undervegetationen utan att inse att de f\u00e5ngas av kameror och mikrofoner.\u00a0<\/span><\/p>\n

Bilderna och inspelningarna ger inte bara en sp\u00e4nnande inblick i djurens liv i regnskogen - de \u00e4r en del av ett sofistikerat AI-drivet projekt f\u00f6r att l\u00f6sa problemet med avskogning.<\/span><\/p>\n

\"Abouti\"
Vissa arter av Agouti-gnagaren \u00e4r utrotningshotade i Colombianska Amazonas. K\u00e4lla: Shutterstock: Shutterstock.<\/figcaption><\/figure>\n

Med hj\u00e4lp av data, maskininl\u00e4rning (ML) och molnteknik utvecklar experter innovativa program som syftar till att k\u00e4nna igen avskogningsm\u00f6nster och tillhandah\u00e5lla handlingsbara data f\u00f6r beslutsfattare.\u00a0<\/span><\/p>\n

AI har blivit en integrerad del av det globala naturv\u00e5rdsarbetet och ger forskare m\u00f6jlighet att kombinera data fr\u00e5n sensorer, kameror och satelliter.<\/span><\/p>\n

Projekt Guacamaya<\/span><\/a>ett samarbete mellan Alexander von Humboldt-institutet, forskningscentret CinfonIA vid Universidad de los Andes, Instituto Sinchi och <\/span>Microsofts labb f\u00f6r AI f\u00f6r goda \u00e4ndam\u00e5l<\/span><\/a>syftar till att \u00f6vervaka avskogningen och den biologiska m\u00e5ngfalden i Colombias Amazonas.<\/span><\/p>\n

Som Juan Lavista Ferres, Vice President och Chief Data Scientist p\u00e5 Microsofts AI for Good Lab, beskriver det: \"Det h\u00e4r projektet kommer inte att l\u00f6sa alla problem som Amazon har, men det kommer att l\u00f6sa ett som jag tycker \u00e4r grundl\u00e4ggande: Du kan inte l\u00f6sa ett problem om du inte kan m\u00e4ta det.\"<\/span><\/p>\n

En tredelad strategi<\/span><\/h2>\n

AI:s f\u00f6rm\u00e5ga att arbeta med data i flera olika modaliteter ger forskarna en detaljerad bild av denna stora och komplexa milj\u00f6.\u00a0<\/span><\/p>\n

Satellitdata ger till exempel en makroanalys av skogen, inklusive avskogning, olaglig gruvdrift och f\u00f6r\u00e4ndringar i markanv\u00e4ndningen.\u00a0<\/span><\/p>\n

Samtidigt f\u00f6ljer kameror och sensorer p\u00e5 marken makrof\u00f6r\u00e4ndringarnas inverkan p\u00e5 den lokala biologiska m\u00e5ngfalden, till exempel genom att sp\u00e5ra f\u00f6rlust av livsmilj\u00f6er.<\/span><\/p>\n

S\u00e5 h\u00e4r g\u00f6r du Projekt Guacamaya kombinerar olika AI-system:<\/span><\/p>\n

Steg 1: Satellitdata f\u00f6r makroanalys av mark<\/span><\/h3>\n

Den f\u00f6rsta komponenten i Project Guacamaya \u00e4r att utnyttja satellitdata fr\u00e5n <\/span>Planet Labs<\/span><\/a>.\u00a0<\/span><\/p>\n

Satellitdata f\u00f6rser projektet med dagliga h\u00f6guppl\u00f6sta bilder av Amazonas regnskog, vilket m\u00f6jligg\u00f6r \u00f6vervakning i n\u00e4ra realtid. Detta \u00e4r avg\u00f6rande f\u00f6r att uppt\u00e4cka snabba f\u00f6r\u00e4ndringar i skogst\u00e4cket eller bevis p\u00e5 olagliga aktiviteter.<\/span><\/p>\n

\"Amazon
Satellitdata f\u00f6rser forskare med analyser av Amazonas regnskog i n\u00e4ra realtid. K\u00e4lla: Shutterstock: Shutterstock.<\/figcaption><\/figure>\n

De AI-modeller som utvecklats f\u00f6r denna fas tr\u00e4nas f\u00f6r att s\u00f6ka efter indikatorer p\u00e5 avskogning eller olaglig gruvdrift, till exempel otill\u00e5tna v\u00e4gar eller hyggen.\u00a0<\/span><\/p>\n

Genom att automatisera satellit\u00f6vervakningen kan teamet varna de colombianska myndigheterna n\u00e4stan s\u00e5 fort n\u00e5gon misst\u00e4nkt aktivitet b\u00f6rjar.\u00a0<\/span><\/p>\n

Steg 2: Dolda kameror f\u00f6r insyn p\u00e5 markniv\u00e5<\/span><\/h3>\n

Dolda kameror \u00e4r strategiskt utplacerade i colombianska Amazonas f\u00f6r att komplettera satellitdata.\u00a0<\/span><\/p>\n

Dessa kameror tar tusentals bilder varje dag och matar in dem i AI-modeller som identifierar och klassificerar djur.\u00a0<\/span><\/p>\n

F\u00f6rutom att sp\u00e5ra arternas r\u00f6relser p\u00e5 regnskogens golv fungerar detta ocks\u00e5 som ett varningssystem. <\/span>Om djur till exempel p\u00e5tr\u00e4ffas utanf\u00f6r sina naturliga ekosystem kan detta tyda p\u00e5 lokala f\u00f6r\u00e4ndringar som kr\u00e4ver ytterligare unders\u00f6kningar.<\/p>\n

Steg 3: Bioakustik f\u00f6r klassificering av djur<\/span><\/h3>\n

Slutligen inneh\u00e5ller Project Guacamaya ljuddata, eller bioakustik, som samlats in direkt fr\u00e5n Amazonas regnskog.\u00a0<\/span><\/p>\n

Specialiserad utrustning anv\u00e4nds f\u00f6r att spela in skogens naturliga ljud och mata in data i AI-modeller<\/span> tr\u00e4nas i att skilja mellan f\u00e5gelljud och andra ljud och klassificera dem till specifika arter.<\/span><\/p>\n

\"Amazon
En utrotningshotad stor gr\u00f6n ara. K\u00e4lla: Shutterstock: Shutterstock.<\/figcaption><\/figure>\n

Med en identifieringss\u00e4kerhet p\u00e5 \u00f6ver 80% hj\u00e4lper dessa AI-modeller forskare att f\u00f6rst\u00e5 djurs beteenden, sp\u00e5ra arters migration och uppt\u00e4cka f\u00f6rekomsten av invasiva eller utrotningshotade arter.<\/span><\/p>\n

Bek\u00e4mpa avskogningen i Brasilien<\/span><\/h2>\n

I ett separat projekt samarbetar Microsoft med milj\u00f6organisationen Imazon och den ideella organisationen <\/span>PrevisIA<\/span><\/a> i Brasilien f\u00f6r att uppt\u00e4cka illegal gruvdrift och avskogning via satellitanalys.<\/span><\/p>\n

\"Vi anv\u00e4nder PrevisIA f\u00f6r att f\u00f6rutse riskomr\u00e5den och genomf\u00f6ra \u00e5tg\u00e4rder f\u00f6r att undvika avskogning\", s\u00e4ger Carlos Souza, seniorforskare p\u00e5 Imazon.<\/span><\/p>\n

Tidigare i \u00e5r decimerades skogsregionen i Triunfo do Xingu och f\u00f6rlorade en yta motsvarande 700 fotbollsplaner p\u00e5 bara en m\u00e5nad. <\/span>Enligt PrevisIA \u00e4r det ocks\u00e5 den region som l\u00f6per st\u00f6rst risk att drabbas av ytterligare avskogning \u00e5r 2023. <\/span><\/p>\n

I slutet av \u00e5ret ber\u00e4knar AI att cirka 271,52 kvadratkilometer skog kommer att ha f\u00f6rsvunnit.\u00a0<\/span><\/p>\n

\"Amazon
Amazonas st\u00e5r inf\u00f6r en konstant risk fr\u00e5n avskogning, som har visat f\u00e5 tecken p\u00e5 att minska under de senaste \u00e5ren. K\u00e4lla: Shutterstock: Shutterstock.<\/figcaption><\/figure>\n

Carlos Souza Jr, seniorforskare p\u00e5 Imazon och projektkoordinator f\u00f6r PrevisIA, betonade den proaktiva kraften i detta tillv\u00e4gag\u00e5ngss\u00e4tt: <\/span>\"Befintliga modeller f\u00f6r att f\u00f6rutse avskogning var l\u00e5ngsiktiga och tittade p\u00e5 vad som skulle h\u00e4nda om decennier. Vi beh\u00f6vde ett nytt verktyg som kunde f\u00f6regripa f\u00f6r\u00f6delsen.\"<\/p>\n

Genom att anv\u00e4nda en kombination av geostatistik och historiska data tar modellen h\u00e4nsyn till variabler som h\u00e4mmar eller fr\u00e4mjar avskogning, till exempel mark som skyddas av ursprungsbefolkningar.<\/span><\/p>\n

\"\"
PrevisIA-kartan och statistik. K\u00e4llan \u00e4r: Imazon<\/a>.<\/figcaption><\/figure>\n

PrevisIA gynnar ocks\u00e5 lokala intressenter, d\u00e4ribland banker och f\u00f6retag, som anv\u00e4nder uppgifterna f\u00f6r att fatta milj\u00f6m\u00e4ssigt ansvarsfulla beslut.<\/span><\/p>\n

Fr\u00e5n reaktivt till proaktivt bevarande<\/span><\/h3>\n

AI:s f\u00f6rm\u00e5ga att arbeta med komplexa data i n\u00e4ra realtid st\u00f6der ett nytt paradigm f\u00f6r proaktivt bevarande.\u00a0<\/span><\/p>\n

Tidigare f\u00f6rlitade sig forskare fr\u00e4mst p\u00e5 manuellt insamlade f\u00e4ltdata, som inte kan hoppas p\u00e5 att f\u00e5nga dynamiken i ett omr\u00e5de som \u00e4r s\u00e5 stort som Amazonas.<\/span><\/p>\n

Jos\u00e9 Godofredo Pires dos Santos, \u00e5klagare i Par\u00e1, beskrev behovet av f\u00f6rebyggande \u00e5tg\u00e4rder och sa: \"Vi vill inte beh\u00f6va forts\u00e4tta att komma in efter att skadan redan har skett.\"<\/span><\/p>\n

Forskarna konstaterar att slutm\u00e5let \u00e4r att g\u00f6ra dessa modeller till \u00f6ppen k\u00e4llkod f\u00f6r anv\u00e4ndning i andra globala projekt.\u00a0<\/span><\/p>\n

AI:s roll inom naturv\u00e5rd: exempel fr\u00e5n 2023<\/span><\/h2>\n

I en v\u00e4rld som brottas med klimatf\u00f6r\u00e4ndringar, f\u00f6rlust av livsmilj\u00f6er och minskad biologisk m\u00e5ngfald kommer traditionella bevarandemetoder ofta till korta.<\/span><\/p>\n

2023 har pr\u00e4glats av en rad fascinerande naturv\u00e5rdsprojekt som utnyttjar AI och maskininl\u00e4rning.<\/p>\n

H\u00e4r \u00e4r tre exempel fr\u00e5n de senaste m\u00e5naderna:<\/p>\n

Akustisk \u00f6vervakning av floddelfiner i Amazonas<\/span><\/h3>\n

Forskare vid Technical University of Catalonia i Barcelona tr\u00e4nade ett neuralt n\u00e4tverk f\u00f6r att skilja mellan tv\u00e5 utrotningshotade delfinarter i Amazonfloden - Boto och Tucuxi - baserat p\u00e5 deras unika akustiska kommunikation.<\/span><\/p>\n

Genom att installera undervattensmikrofoner i Mamirau\u00e1-reservatet i den brasilianska Amazonas regnskog kan teamet \u00f6vervaka floddelfiner med minimal st\u00f6rning.\u00a0<\/span><\/p>\n

Den <\/span>AI-teknik<\/span><\/a> hj\u00e4lper till att skilja delfinljud fr\u00e5n andra milj\u00f6ljud.<\/span><\/p>\n

Norges AI-drivna kontroll av fiskinvandring<\/span><\/h3>\n

Stillahavslaxen, en invasiv art, hotar inhemska populationer av atlantlax i europeiska vattendrag.\u00a0<\/span><\/p>\n

Huawei och Berlev\u00e5g Jeger-og Fiskerforening (BJFF) byggde ett AI-fiskfiltreringssystem i den norska floden Storelva.\u00a0<\/span><\/p>\n

\"AI
Stillahavslax har utm\u00e4rkande egenskaper som AI kan plocka upp. K\u00e4llan \u00e4r: Wikimedia Commons<\/a>.<\/figcaption><\/figure>\n

Anv\u00e4nda en modell f\u00f6r datorseende (CV), <\/span>detta system<\/span><\/a> kan skilja mellan atlantlax och stillahavslax med 90% noggrannhet och avleda de invasiva arterna till en uppsamlingsvik innan de sl\u00e4pps ut till havs.\u00a0<\/span><\/p>\n

Detta innovativa system \"ser\" den invasiva Stillahavslaxen och f\u00f6rhindrar p\u00e5 ett s\u00e4kert s\u00e4tt att den invaderar europeiska vattenv\u00e4gar.<\/p>\n

R\u00e4knar lunnef\u00e5glar i Storbritannien<\/span><\/h3>\n

Lunnef\u00e5geln, som \u00e4r en \u00e4lskad men utsatt sj\u00f6f\u00e5gel i Storbritannien, har historiskt sett varit sv\u00e5r att \u00f6vervaka.\u00a0<\/span><\/p>\n

Rangers r\u00e4knade dem traditionellt manuellt - en m\u00f6dosam och tidskr\u00e4vande uppgift. <\/span><\/p>\n

I samarbete med Microsoft, Avanade och NatureScot \u00e4r SSE Renewables styra ett AI-system<\/a> f\u00f6r att r\u00e4kna lunnef\u00e5glar p\u00e5 Isle of May, utanf\u00f6r Skottlands kust.\u00a0<\/span><\/p>\n

Kameror spelar in livebilder av lunnef\u00e5glar och en <\/span>AI <\/span>modell utbildad\u00a0p\u00e5 m\u00e4rkta bilder kan skilja enskilda f\u00e5glar \u00e5t med minimal m\u00e4nsklig inblandning.\u00a0<\/span><\/p>\n

Framtiden f\u00f6r AI inom naturv\u00e5rd<\/span><\/h2>\n

AI:s v\u00e4xande roll inom naturv\u00e5rd har visat sig vara effektiv i m\u00e5nga olika ekosystem - fr\u00e5n Amazonfloden till europeiska vattenv\u00e4gar och skotska kustlinjer.\u00a0<\/span><\/p>\n

AI \u00e4r en kraftfull multiplikator som hj\u00e4lper forskarna att h\u00e5lla koll p\u00e5 komplexa biodynamiska data. <\/span><\/p>\n

I takt med att den infrastruktur som kr\u00e4vs f\u00f6r att utbilda och anv\u00e4nda AI-modeller blir mer tillg\u00e4nglig kommer det att bli l\u00e4ttare att bygga modeller f\u00f6r unika bevarandeproblem, \u00e4ven utan betydande resurser.\u00a0<\/span><\/p>\n

I framtiden kommer milj\u00f6v\u00e5rdare att kunna bygga sofistikerade, l\u00e4tta AI-system med minimal expertis.<\/p>","protected":false},"excerpt":{"rendered":"

Amazonas regnskog, som t\u00e4cker ett omr\u00e5de p\u00e5 2,3 miljoner kvadratkilometer, \u00e4r v\u00e4rldens st\u00f6rsta regnskog och den region som har st\u00f6rst biologisk m\u00e5ngfald. Amazonas ligger i nio l\u00e4nder och \u00e4r avg\u00f6rande f\u00f6r planetens h\u00e4lsa genom att absorbera koldioxid, reglera v\u00e4derm\u00f6nster och utg\u00f6ra en livsmilj\u00f6 f\u00f6r otaliga arter. Avskogning och olaglig markanv\u00e4ndning har hotat Amazonas i \u00e5rtionden, vilket har lett till storskalig f\u00f6rlust av livsmilj\u00f6er och n\u00e4stan o\u00e5terkalleliga skador p\u00e5 ekosystemet. Enligt Amazon Conservation f\u00f6rsvann n\u00e4stan 5 miljoner hektar regnskog bara under 2022, vilket var en \u00f6kning med 21% fr\u00e5n f\u00f6reg\u00e5ende \u00e5r. AI-l\u00f6sningar f\u00f6r bevarande Djupt inne i Amazonas regnskog rotar djuren igenom<\/p>","protected":false},"author":2,"featured_media":5556,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[141,166,182,382,105,121],"class_list":["post-5550","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-amazon","tag-computer-vision","tag-conservation","tag-ecology","tag-machine-learning","tag-microsoft"],"yoast_head":"\nAI and machine learning join the fight to protect the Amazon | DailyAI<\/title>\n<meta name=\"description\" content=\"The Amazon Rainforest, stretching across nine countries and covering a vast 2.3 million square miles, is the world\u2019s largest rainforest and most biodiverse region on the planet.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/sv\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI and machine learning join the fight to protect the Amazon | DailyAI\" \/>\n<meta property=\"og:description\" content=\"The Amazon Rainforest, stretching across nine countries and covering a vast 2.3 million square miles, is the world\u2019s largest rainforest and most biodiverse region on the planet.\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/sv\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-17T15:10:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-28T00:42:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/09\/shutterstock_1706281933.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"666\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sam Jeans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" content=\"Skriven av\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Ber\u00e4knad l\u00e4stid\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minuter\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"AI and machine learning join the fight to protect the Amazon\",\"datePublished\":\"2023-09-17T15:10:59+00:00\",\"dateModified\":\"2024-03-28T00:42:58+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/\"},\"wordCount\":1379,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/shutterstock_1706281933.jpg\",\"keywords\":[\"Amazon\",\"Computer vision\",\"Conservation\",\"Ecology\",\"machine learning\",\"Microsoft\"],\"articleSection\":[\"Ethics & Society\"],\"inLanguage\":\"sv-SE\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/\",\"name\":\"AI and machine learning join the fight to protect the Amazon | DailyAI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/shutterstock_1706281933.jpg\",\"datePublished\":\"2023-09-17T15:10:59+00:00\",\"dateModified\":\"2024-03-28T00:42:58+00:00\",\"description\":\"The Amazon Rainforest, stretching across nine countries and covering a vast 2.3 million square miles, is the world\u2019s largest rainforest and most biodiverse region on the planet.\u00a0\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/#breadcrumb\"},\"inLanguage\":\"sv-SE\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/#primaryimage\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/shutterstock_1706281933.jpg\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/shutterstock_1706281933.jpg\",\"width\":1000,\"height\":666,\"caption\":\"Amazon AI\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/09\\\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dailyai.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI and machine learning join the fight to protect the Amazon\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"name\":\"DailyAI\",\"description\":\"Your Daily Dose of AI News\",\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/dailyai.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"sv-SE\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\",\"name\":\"DailyAI\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"width\":4501,\"height\":934,\"caption\":\"DailyAI\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/DailyAIOfficial\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/dailyaiofficial\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@DailyAIOfficial\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\",\"name\":\"Sam Jeans\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"caption\":\"Sam Jeans\"},\"description\":\"Sam is a science and technology writer who has worked in various AI startups. When he\u2019s not writing, he can be found reading medical journals or digging through boxes of vinyl records.\",\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/in\\\/sam-jeans-6746b9142\\\/\"],\"url\":\"https:\\\/\\\/dailyai.com\\\/sv\\\/author\\\/samjeans\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI och maskininl\u00e4rning g\u00e5r samman i kampen f\u00f6r att skydda Amazonas | DailyAI","description":"Amazonas regnskog, som str\u00e4cker sig \u00f6ver nio l\u00e4nder och t\u00e4cker en enorm yta p\u00e5 2,3 miljoner kvadratkilometer, \u00e4r v\u00e4rldens st\u00f6rsta regnskog och den region p\u00e5 planeten som har st\u00f6rst biologisk m\u00e5ngfald.\u00a0","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/dailyai.com\/sv\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/","og_locale":"sv_SE","og_type":"article","og_title":"AI and machine learning join the fight to protect the Amazon | DailyAI","og_description":"The Amazon Rainforest, stretching across nine countries and covering a vast 2.3 million square miles, is the world\u2019s largest rainforest and most biodiverse region on the planet.\u00a0","og_url":"https:\/\/dailyai.com\/sv\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/","og_site_name":"DailyAI","article_published_time":"2023-09-17T15:10:59+00:00","article_modified_time":"2024-03-28T00:42:58+00:00","og_image":[{"width":1000,"height":666,"url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/09\/shutterstock_1706281933.jpg","type":"image\/jpeg"}],"author":"Sam Jeans","twitter_card":"summary_large_image","twitter_creator":"@DailyAIOfficial","twitter_site":"@DailyAIOfficial","twitter_misc":{"Skriven av":"Sam Jeans","Ber\u00e4knad l\u00e4stid":"8 minuter"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/#article","isPartOf":{"@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/"},"author":{"name":"Sam Jeans","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9"},"headline":"AI and machine learning join the fight to protect the Amazon","datePublished":"2023-09-17T15:10:59+00:00","dateModified":"2024-03-28T00:42:58+00:00","mainEntityOfPage":{"@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/"},"wordCount":1379,"publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"image":{"@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/09\/shutterstock_1706281933.jpg","keywords":["Amazon","Computer vision","Conservation","Ecology","machine learning","Microsoft"],"articleSection":["Ethics & Society"],"inLanguage":"sv-SE"},{"@type":"WebPage","@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/","url":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/","name":"AI och maskininl\u00e4rning g\u00e5r samman i kampen f\u00f6r att skydda Amazonas | DailyAI","isPartOf":{"@id":"https:\/\/dailyai.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/#primaryimage"},"image":{"@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/09\/shutterstock_1706281933.jpg","datePublished":"2023-09-17T15:10:59+00:00","dateModified":"2024-03-28T00:42:58+00:00","description":"Amazonas regnskog, som str\u00e4cker sig \u00f6ver nio l\u00e4nder och t\u00e4cker en enorm yta p\u00e5 2,3 miljoner kvadratkilometer, \u00e4r v\u00e4rldens st\u00f6rsta regnskog och den region p\u00e5 planeten som har st\u00f6rst biologisk m\u00e5ngfald.\u00a0","breadcrumb":{"@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/#breadcrumb"},"inLanguage":"sv-SE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/"]}]},{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/#primaryimage","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/09\/shutterstock_1706281933.jpg","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/09\/shutterstock_1706281933.jpg","width":1000,"height":666,"caption":"Amazon AI"},{"@type":"BreadcrumbList","@id":"https:\/\/dailyai.com\/2023\/09\/ai-and-machine-learning-join-the-fight-to-protect-the-amazon\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dailyai.com\/"},{"@type":"ListItem","position":2,"name":"AI and machine learning join the fight to protect the Amazon"}]},{"@type":"WebSite","@id":"https:\/\/dailyai.com\/#website","url":"https:\/\/dailyai.com\/","name":"DagligaAI","description":"Din dagliga dos av AI-nyheter","publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/dailyai.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"sv-SE"},{"@type":"Organization","@id":"https:\/\/dailyai.com\/#organization","name":"DagligaAI","url":"https:\/\/dailyai.com\/","logo":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","width":4501,"height":934,"caption":"DailyAI"},"image":{"@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/DailyAIOfficial","https:\/\/www.linkedin.com\/company\/dailyaiofficial\/","https:\/\/www.youtube.com\/@DailyAIOfficial"]},{"@type":"Person","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9","name":"Sam Jeans","image":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","caption":"Sam Jeans"},"description":"Sam \u00e4r en vetenskaps- och teknikskribent som har arbetat i olika AI-startups. N\u00e4r han inte skriver l\u00e4ser han medicinska tidskrifter eller gr\u00e4ver igenom l\u00e5dor med vinylskivor.","sameAs":["https:\/\/www.linkedin.com\/in\/sam-jeans-6746b9142\/"],"url":"https:\/\/dailyai.com\/sv\/author\/samjeans\/"}]}},"_links":{"self":[{"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/posts\/5550","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/comments?post=5550"}],"version-history":[{"count":31,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/posts\/5550\/revisions"}],"predecessor-version":[{"id":5620,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/posts\/5550\/revisions\/5620"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/media\/5556"}],"wp:attachment":[{"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/media?parent=5550"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/categories?post=5550"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/tags?post=5550"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}