M'ndandanda wazopezekamo[Bisani][Show]
- 1. Superintelligence: Njira, Zowopsa, Njira ndi Nick Bostrom
- 2. Artificial Intelligence: Njira Yamakono ya Peter Norvig ndi Stuart Russell
- 3. T-Minus AI: Kuwerengera kwa Humanity ku Artificial Intelligence ndi Kutsata Kwatsopano kwa Mphamvu Zapadziko Lonse lolemba Michael Kanaan
- 4. The Master Algorithm ndi Pedro Domingos
- 5. Kuphunzira Pamakina Pamanja ndi Scikit-Learn, Keras, ndi TensorFlow lolemba Aurélien Géron
- 6. The Quest for Artificial Intelligence ndi Nils J. Nilsson
- 7. Godel, Escher, Bach ndi Douglas Hofstadter
- 8. Kuphunzira Mozama ndi Ian Goodfellow
- 9. Choopsa Chomaliza: Nkhani ya Watson, Kompyuta Imene Idzasintha Dziko Lathu ndi Stephen Baker
- 10. The Emotion Machine: Commonsense Thinking, Artificial Intelligence, ndi Tsogolo la Maganizo a Munthu ndi Marvin Minsky
- 11. Moyo 3.0: Kukhala Munthu Munthawi ya Artificial Intelligence lolemba Max Tegmark
- 12. Zida Zowononga Masamu ndi Cathy O'Neil
- 13. Ngati Ndiye: Momwe Simulmatics Corporation Inapangira Tsogolo Lolemba Jill Lepore
- 14. The Annotated Turing lolemba Charles Petzold
- 15. Vuto la Kuyanjanitsa: Kuphunzira kwa Makina ndi Miyezo ya Anthu ndi Brian Christian
- 16. Kuyankhula ndi Chiyankhulo ndi Daniel Jurafsky ndi James Martin
- 17. Kodi Androids Amalota Nkhosa Zamagetsi? ndi Philip K. Dick
- 18. The Diamond Age ndi Neal Stephenson
- 19. Avogadro Corp: Umodzi Wayandikira Kuposa Imawonekera Wolemba William Hertling
- 20. Ine, Roboti ndi Isaac Asimov
- Kutsiliza
Zimakhala zosavuta kupanga makina kuchita mwanzeru.
Mwachitsanzo, ma algorithms ochezera pagulu akuwoneka kuti amakudziwani kuposa anzanu ndi abale anu. Makina tsopano akulowa m'malo mwa anthu omwe ali ndi luso lochepa.
Kuphatikiza apo, zimakhala zovuta kudziwa mawu opangidwa ndi makompyuta kuchokera kwa munthu. AI ikuyamba kupezeka paliponse.
Nkhaniyi ikuyang'ana mabuku makumi awiri okhudza luntha lochita kupanga lomwe mungawerenge.
Ntchito izi zimachokera m'mabuku omwe apanga kumvetsetsa kwa anthu za AI kupita ku maupangiri omveka bwino kuti amvetsetse malingaliro amzati amundawu.
Ena mwa mabukuwa ndi a mbiri yakale. Mabukuwa amavumbulutsa momwe mainjiniya ndi asayansi apakompyuta akale amapangira zida zanzeru zaupainiya.
Mabuku ena onena zanzeru zopanga pandandandawu amafufuza nzeru ndi zamakhalidwe aukadaulo.
Werengani kuti mupeze mabuku abwino kwambiri omwe angakhutiritse chidwi chanu cha AI.
1. Superintelligence: Njira, Zowopsa, Njira ndi Nick Bostrom
Nick Bostrom ndi wanthanthi wobadwira ku Sweden yemwe amadziwika ndi ntchito yake pazangozi zanzeru. Panopa ndi Pulofesa ku Oxford University monga mkulu wa Future of Humanity Institute.
Bukhu lake Superintelligence ndikuyesera kuwonetsa mawonekedwe a AI. Zimakhudza mitu monga olacles, kulumikizana kwa zida, luntha lamagulu, komanso umbanda wamaganizidwe.
Bostrom amawona ngati kuli kotheka kupanga AI yomwe sidzakhala kunja kwa ulamuliro wathu.
Ngati mukufuna kudziwa zambiri zankhani zomwe AI ikupereka ku tsogolo lathu, bukuli ndimalo abwino kuyamba.
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2. Artificial Intelligence: Njira Yamakono ya Peter Norvig ndi Stuart Russell
Bukhuli ndi mawu oyamba ofotokoza mbali yanthanthi komanso yothandiza ya luntha lochita kupanga. Nthawi zambiri amagwiritsidwa ntchito ngati buku lothandizira maphunziro a undergraduate kapena omaliza maphunziro.
Imakhala ndi mitu ingapo, kuphatikiza kuphunzira pamakina, kuphunzira mozama, maloboti, kukonza zilankhulo zachilengedwe, komanso kupanga mapulogalamu otheka.
Ndiwokulirapo, ndikukwanira mitu yambiri m'masamba opitilira 1100.
Ngati mukuganiza kufunafuna maphunziro amene amayenda bwino ndi bukuli, mukhoza onani Maphunziro a UC Berkeley CS188.
3. T-Minus AI: Kuwerengera kwa Humanity ku Artificial Intelligence ndi Kutsata Kwatsopano kwa Mphamvu Zapadziko Lonse lolemba Michael Kanaan
T-Minus AI imayang'ana dziko la AI kudzera m'malingaliro amunthu. Kanaan imayang'ana zomwe AI akukumana nazo padziko lonse lapansi kudzera pazikhalidwe ndi dziko.
Amatchula China ikugwiritsa ntchito AI kukwaniritsa chikoka chake. Amayang'ana momwe Russia ikuyamba kupangira zida za AI ndi asitikali ake.
Wolemba Michael Kanaan amagawana malingaliro ake monga katswiri wodziwika komanso mpando wa US Air Force wa Artificial Intelligence.
T-Minus AI ndiyofunikira kuwerenga kuyitanira kumanja komwe kumakuphunzitsani mphamvu za geopolitical AI ili nazo.
4. The Master Algorithm ndi Pedro Domingos
Kuphunzira pamakina kukusintha dziko lapansi, koma ukadaulo wake nthawi zambiri umaphimba malingaliro anzeru kumbuyo kwa masamu. Master Algorithm ndi ulendo wosangalatsa, wosavuta kuwerenga kudzera m'malingaliro omwe amaphunzira pamakina.
Pedro Domingos ndi pulofesa wa sayansi ya makompyuta pa yunivesite ya Washington ndipo ndi wopambana pa SIGKDD Innovation Award, imodzi mwa mphoto zapamwamba kwambiri mu sayansi ya data.
Amabwereketsa ukadaulo wake kuti apange chiwongolero chodziwitsa zaukadaulo zomwe zimphona zaukadaulo monga Google ndi Amazon.
Eponymous Master Algorithm imatanthawuza wophunzira wapadziko lonse wamtsogolo, yemwe Domingos amalosera kuti asintha dziko lathu.
5. Kuphunzira Pamakina Pamanja ndi Scikit-Learn, Keras, ndi TensorFlow lolemba Aurélien Géron
Ngati mukufuna kalozera wothandiza kwambiri mu Artificial Intelligence, bukuli ndi lanu. Wolemba Geron adzakuthandizani kumvetsetsa bwino pakumanga machitidwe anzeru.
Python pakadali pano ndiye chilankhulo chodziwika bwino cha mapulogalamu makina kuphunzira ndi sayansi ya data.
Kuphunzira Pamakina Pamanja kumapereka malangizo amomwe mungagwiritsire ntchito zida za Python ndi Python monga Scikit-Phunzirani ndi TensorFlow kukuthandizani kupanga ndi kuphunzitsa maukonde anu a neural.
Bukuli ndi la anthu omwe ali ndi luso laukadaulo omwe akufuna kulowa m'maphunziro ozama.
Bukuli likuganiza kuti muli ndi pulogalamu ya Python ndipo mumadziwa malaibulale monga Pandas ndi NumPy.
Komabe, zimangoganiza kuti simukudziwa chilichonse chokhudza kuphunzira pamakina. Pali zolimbitsa thupi zomwe mungachite mu mutu uliwonse kuti zikuthandizeni kuchita zomwe mwaphunzira.
6. The Quest for Artificial Intelligence ndi Nils J. Nilsson
Nils Nilsson amapereka mbiri yotsimikizika ya AI ndi momwe gawo la AI lasinthira kuti athetse mavuto a anthu.
Zimayamba ndi kufotokoza zokhumba za oganiza apainiya kuyambira zaka za m'ma 18 ndipo zimathera ndi chithunzithunzi cha momwe akatswiri amakono a AI amagwirira ntchito.
Ili ndi zithunzi zambiri zomwe zingakuthandizeni kumvetsetsa momwe machitidwe a AI amagwirira ntchito. Ngati mukuyang'ana mbiri yakale kapena mbiri ya kusinthika kwa Artificial Intelligence, bukuli ndi kalozera wabwino kwambiri.
Nilsson ali woyenerera mwapadera kukhala wolemba mbiri m'bukuli, pokhala "bambo woyambitsa" wofufuza wa AI kuyambira 1960s.
7. Godel, Escher, Bach ndi Douglas Hofstadter
Hofstadter amawunika kupotoza malingaliro kwa zinthu zomwe zikubwera kudzera m'masamu, nyimbo, ndi zaluso.
Kupyolera mu kugwiritsa ntchito zisonyezo za kuwala ndi masamu odziwonetsera okha, GEB amayesa kuyandikira kudabwitsa kwa chidziwitso ndi momwe chinachake chodabwitsa kwambiri chingafotokozedwe mu chiphunzitso.
Bukuli ndi lovomerezeka kwa iwo omwe ali mu masamu ndi nyimbo.
Zovuta zovuta zomwe zaperekedwa m'bukuli zitha kutenga nthawi kuti zimvetsetseke koma ndizowoneka bwino pakukambirana zamitundu yosiyanasiyana monga chidziwitso, zovuta, ndi luntha.
8. Kuphunzira Mozama ndi Ian Goodfellow
Bukuli lolembedwa ndi Ian Goodfellow likupatsani mbiri yabwino kwambiri ya masamu komanso malingaliro amitu yokhudzana ndi kuphunzira kwakukulu. Imalimbana ndi linear algebra, chidziwitso cha chidziwitso, ndi makina kuphunzira mfundo.
Pambuyo pake m'bukuli, Goodfellow akufotokoza zosiyanasiyana kuphunzira kwakukulu Njira zomwe zimagwiritsidwa ntchito m'makampani, kuphatikiza maukonde olumikizirana, ma network akutsogolo, ndi kutsagana kotsatizana.
Chifukwa cha kuchuluka kwa mitu yomwe bukuli likuphatikiza, ndiloyenera kwambiri kwa anthu omwe alowa kale kuphunzira kwakukulu.
Kuphunzira Mwakuya kudzakhala kothandiza kwa ophunzira omwe akukonzekera kuphunzira zambiri za DL komanso kwa akatswiri opanga mapulogalamu omwe akukonzekera kukhazikitsa umisiri wophunzirira mwakuya m'mapulojekiti awo.
9. Choopsa Chomaliza: Nkhani ya Watson, Kompyuta Imene Idzasintha Dziko Lathu ndi Stephen Baker
Final Jeopardy ndi ulendo wochititsa chidwi wa momwe IBM idagwiritsira ntchito AI yapamwamba kupanga mpikisano wabwino kwambiri padziko lonse lapansi wa Jeopardy.
Imasanthula nkhani kumbuyo kwa Watson AI ndi momwe zidakhalira gawo lamasewera odziwika padziko lonse lapansi.
Timatsatira gulu la IBM Watson pamene likugwira ntchito ndi bajeti yochepa komanso kuyandikira masiku omalizira kuti apange makompyuta apamwamba omwe amatha kufufuza zambiri zapadziko lonse mumphindikati.
Pambuyo pake Baker akuwonjezeranso momwe kupambana kwa Watson kungasinthire magawo azachipatala, zamalamulo, ndi sayansi yokha. Bukhu lake ndi phunziro lochititsa chidwi la momwe luntha lochita kupanga lingagonjetsere anthu pamasewera awoawo.
Ngati muli ndi chidwi ndi trivia, chinenero, ndi chikhalidwe cha pop, bukhuli lidzakhala losangalatsa kuwerenga kwa inu.
10. The Emotion Machine: Commonsense Thinking, Artificial Intelligence, ndi Tsogolo la Maganizo a Munthu ndi Marvin Minsky
Marvin Minsky amapereka chitsanzo chatsopano chochititsa chidwi cha momwe maganizo athu amagwirira ntchito. Amawonetsa momwe malingaliro akadakulira kuchokera pamalingaliro osavuta mpaka kukhala chidziwitso chovuta chodzidzimutsa.
Pambuyo pake amalumikiza zomwe wapeza ndi luntha lochita kupanga, ndikupangitsa kuti AI akhalenso ndi mwayi wopeza chidziwitso.
Makina a Emotion ndiwowoneka bwino komanso odziwitsa za Minsky's theoretical framework ya luntha lochita kupanga komanso kutengeka. Zowonadi ziyenera kuwerengedwa kwa aliyense amene ali ndi chidwi ndi AI komanso psychology yaumunthu.
11. Moyo 3.0: Kukhala Munthu Munthawi ya Artificial Intelligence lolemba Max Tegmark
Max Tegmark ndi pulofesa wa MIT yemwe amakonda kulemba za AI wanzeru kwambiri. Bukhu lake Life 3.0 likutiwonetsa chithunzithunzi chamtsogolo ndi AI komanso momwe miyoyo yathu idzasinthire.
Bukuli lonena zanzeru zopangira ndi kalozera woganizira momwe tingatengere njira zopangira tsogolo labwino ndi AI.
Kodi tsogolo lidzakhala la utopian kapena dystopian mwachilengedwe?
Tegmark imapereka tsogolo lambiri kwa owerenga ndikuwafunsa kuti abwere ndi malingaliro awo.
Pomaliza, Life 3.0 ndikuwunikira kwakukulu kwa anthu kuti tsogolo lathu limatengera momwe timapangira AI yathu.
12. Zida Zowononga Masamu ndi Cathy O'Neil
Tikukhala m'nthawi yama algorithms. Cathy O'Neil amawulula zomwe zayambitsa izi ndikuwonetsa mbali yakuda ya Big Data.
O'Neil akuwonetsa mphamvu zomwe izi zimatchedwa mabokosi akuda kukhala nawo m'dera lathu ndi momwe limalimbikitsa tsankho. Zida za Kuwonongeka kwa Masamu zimafuna kuti pakhale udindo komanso kuwongolera ma aligorivimuwa.
Ngati mukufuna kudziwa zoyenera kugwiritsa ntchito AI popanga zisankho, kusinthanso zisankho, ovota omwe mukufuna, ndi zina zambiri, bukuli ndi mawu oyambira okhudza AI ndi anthu.
13. Ngati Ndiye: Momwe Simulmatics Corporation Inapangira Tsogolo Lolemba Jill Lepore
Pamaso pa Facebook, Google ndi Amazon, panali Simulmatics Corporation. Yakhazikitsidwa mu 1959, kampaniyi ikufuna kupanga makompyuta a nzika kuti athandize ofuna kusankha kuti apambane zisankho kapena kusokoneza khalidwe la kugula.
Simulmatics anaphatikizapo makasitomala monga John F. Kennedy, New York Times, ndi opanga osiyanasiyana akuluakulu. Ngati Ndiye ndi nkhani yochenjeza za kuopsa koyambitsa makampani atsopano - makampani opangidwa kuti azisonkhanitsa, kutsanzira, ndi kulosera za makhalidwe a anthu padziko lonse lapansi.
Ngati mukufuna kudziwa zambiri za momwe chuma cha Big Data chinayambira, bukhuli likuthandizani kumvetsetsa chimodzi mwazinthu zoyamba pakusakaniza makompyuta, ndale, ndi sayansi yamakhalidwe.
14. The Annotated Turing lolemba Charles Petzold
Alan Turing akuti ndiye tate woyambitsa nzeru zopangira.
Makompyuta asanakhaleko, Turing adafufuza zomwe zimatanthawuza kuti chinthu chikhale chogwirizana ndikufunsa funso, "kodi makina angaganize?".
M'bukuli, Charles Petzold akufotokoza zambiri za pepala la masamba 36 la Turing, kupatsa owerenga nkhani zambiri kuti amvetse ntchito yake.
Pamodzi ndi ndemanga iyi, Petzols amadziwira mu mbiri ya Turing: zaka zake zamaphunziro, momwe adalimbikira kusokoneza ma code mu WWII, komanso kumuimba mlandu mopanda chilungamo ngati wogonana amuna kapena akazi okhaokha.
Musaphonye bukuli ngati ndinu okonda mbiri yamakompyuta ndipo mukufuna kudziwa zambiri za kubadwa kwa luntha lochita kupanga.
15. Vuto la Kuyanjanitsa: Kuphunzira kwa Makina ndi Miyezo ya Anthu ndi Brian Christian
Wolemba mabuku wogulitsidwa kwambiri Brian Christian akukamba za zomwe zimatchedwa "vuto la kugwirizanitsa": pamene makina omwe timawakhulupirira amatha kuvulaza kwambiri kuposa zabwino. Ma algorithms akusintha pang'onopang'ono malingaliro amunthu.
Magalimoto odziyimira pawokha tsopano akuyamba, akugawana msewu ndi anthu. Ma algorithms akugwiritsidwa ntchito kundende, zipatala, ndi mabungwe kuti apange zisankho.
Nkhani zachikhristu pazomwe anthu akuchita kuti AI isapitirire tsankho komanso tsankho. Bukuli lili ndi magawo ambiri ndipo likutsimikizika kuti likopa chidwi cha ofufuza a AI, akatswiri azamalamulo, ndi eni mabizinesi chimodzimodzi.
Ngati mukufuna kudziwa momwe malangizo osamveka bwino komanso deta yoyipa ingabweretsere tsoka, tengani buku lanu lero!
16. Kuyankhula ndi Chiyankhulo ndi Daniel Jurafsky ndi James Martin
Kukonza zilankhulo zachilengedwe ndi nkhani yotentha kwambiri m'munda wa AI. Masiku ano, ma aligorivimu ochulukirachulukira ndi mapulogalamu amadalira kufotokoza bwino tanthauzo la mawu ndi mawu. Ngati mukufuna kukhala patsogolo pa ntchitoyi, mufunika maziko olimba.
Speech and Language Processing ili ndi zonse zomwe muyenera kudziwa zaukadaulo wa zilankhulo.
Olembawo amatenga njira yoyeserera pankhaniyi. Olembawo amafotokoza za kutulutsa zidziwitso, kuzindikira kwamawu, kaphatikizidwe ka mawu, komanso kutengera zilankhulo, pakati pa ena.
Chofunika kwambiri, Jurafksy ndi Martin amapereka mitu yambiri yokhudzana ndi zinenero zamakompyuta, zomwe zimatseka kusiyana pakati pa chinenero ndi sayansi ya makompyuta.
Ngati muli ndi chidwi ndi gawo la mapulogalamu azilankhulo zachilengedwe, ili ndi buku lanu.
Bukhuli liri ndi mitu yambiri m'mitu makumi awiri ndi isanu ndipo lili ndi zolemba zamasamba makumi asanu zomwe zingakhale zothandiza kwa katswiri aliyense wodziwa zilankhulo kapena injiniya wa NLP.
17. Kodi Androids Amalota Nkhosa Zamagetsi? ndi Philip K. Dick
Ngakhale limadziwika kuti kudzoza kwa Blade Runner, bukuli ndi lopeka kwambiri!
Imatsatira nkhani ya futuristic dystopian yomwe imafotokoza za filosofi pakupanga ma androids.
Protagonist wamkulu, Rick Deckard, ndi mlenje wabwino yemwe amasaka m'badwo watsopano wa pafupifupi ma android ngati anthu. Pakufufuza kwake, amazindikira kuti amamvera ma androidwa ndipo amavutika kuti amalize ntchitoyi.
Philip K. Dick akupereka nkhani yokayikitsa komanso yopatsa chidwi yokhudzana ndi chifundo komanso momwe kulanda luntha laumunthu kungatanthauzenso kulanda mbali zakuda za anthu.
Bukuli ndiloyenera kuwerengedwa kwa mafani a sci-fi, makamaka ngati mutha kuthana ndi mitu yakuda yomwe yatulutsidwa m'bukuli.
18. The Diamond Age ndi Neal Stephenson
Buku lodziwika bwino ili likutsatira injiniya wa nanotech yemwe amaba chipangizo chapakompyuta chapamwamba chotchedwa "A Young Lady's Illustrated Primer" cha mwana wake wamkazi.
Tsoka ilo, kope lozembetsa limagwera msungwana wosauka.
The Diamond Age imasonyeza luso lakuya la Stephenson monga wolemba ndikuwonetsa chidwi chake mu mbiri yakale komanso zam'tsogolo. Kuphatikizana ndi chiwembu cha bukuli ndikutsutsa kwanzeru zopangira momwe zingathere.
Dziko la The Diamond Age limatchula AI ngati "nzeru zachinyengo", kunyoza kulephera kwa makina kutengera nzeru za munthu weniweni mokwanira. M'bukuli, anthu amatchedwa "ractors", osati AI, amalumikizana ndi anthu omwe ali m'dera la VR.
Zimasonyeza kuti pali chinachake chimene chikusowa mwachibadwa m'makina omwe angaletse kuti asalowe m'malo mwa munthu.
19. Avogadro Corp: Umodzi Wayandikira Kuposa Imawonekera Wolemba William Hertling
Avogadro Corp ndi buku lopeka la sayansi lomwe limafotokoza za momwe AI ingasinthire kuchokera kuukadaulo womwe umawoneka wofala masiku ano.
Imatsatira David Ryan, yemwe adapanga dongosolo la ELOPe lomwe cholinga chake ndi kukhathamiritsa ma imelo. David mwangozi amapanga backdoor kwa dongosolo la ELOPe kuchita chilichonse chomwe akufuna.
Gulu lake likuzindikira kuti angopanga dongosolo lomwe lingangoyika gulu lawo lonse pachiwopsezo.
Ndi nkhani yochititsa mantha yomwe ikuwonetsa momwe zingathere kuti AI anyengerera anthu enieni kuti achite zomwe akufuna. Ngati mumakonda mabuku ozikidwa pa zenizeni komanso omwe amawerengedwa mosangalatsa, bukuli ndi lanu!
20. Ine, Roboti ndi Isaac Asimov
Ine, Robot ndi nkhani yaifupi yolembedwa ndi wolemba zopeka za sayansi Isaac Asimov. Asimov akuwonetsa nkhani zisanu ndi zinayi zosiyana zomwe zimakhudzana ndi chikhalidwe cha anthu monga AI.
Nkhanizi zinasindikizidwa poyambirira m’magazini opeka asayansi m’zaka za m’ma 1940. Kugogomezera kwa Asimov pamalingaliro amakhalidwe abwino a AI kwakhala chikoka chachikulu pazambiri zopeka za sayansi.
Malamulo Atatu a Robotics a Asimov akufotokozedwa m'gululi ndikupanga mutu wogwirizanitsa ntchitoyo. Upangiri wotsimikizira kuti ma robot amakhalabe "makhalidwe" ndizovuta mpaka pano.
Pakadali pano, akatswiri azamtsogolo komanso mainjiniya akupitiliza kukambirana zomwe zimachitika pamapulogalamu amakhalidwe abwino.
Kutsiliza
Luntha lochita kupanga ndi gawo lalikulu kwambiri lomwe lingakulepheretseni kuda nkhawa.
Ndibwino kuti mufufuze mozama mitu ingapo ndi ukatswiri kuti muwone zomwe zimakukondani kwambiri.
Tikukhulupirira, mndandanda wa mabuku 20 abwino kwambiri onena zanzeru zopanga kukhala malo abwino odumphira paulendo wanu wowerenga kudzera mu AI.
Kodi pali mabuku aliwonse onena zanzeru zopanga zomwe taphonya?
Tiuzeni zomwe mukuganiza.
Erika Madajova
Kodi mungapangire buku lofananira la IA mu Slovak kapena Czech?
Kwa mwana wanga wamwamuna pamlingo wapamwamba ngati mabuku a buku lake lazaka.
Chabwino zikomo
Pamulingo wachiwiri wa ZS…ndikukonza ????