Ƙarfafa Koyo
Koyon ƙarfafawa yana horar da wakili don zaɓar ayyuka ta amfani da ra'ayoyi game da sakamakon su.
Dubawa
Wakilin yana hulɗa tare da muhalli kuma yana ƙoƙari ya inganta manufar lada. Kyauta sigina ce da aka tsara kuma tana iya wakiltar halayyar da mutane ke so.
Mabuɗin ɗaukar hoto
- Ayyuka suna shafar abubuwan da za a lura da su a nan gaba.
- Tsarin lada na iya haifar da abubuwan da ba a yi niyya ba.
- Ƙuntata bincike da gwaji fiye da muhalli ɗaya.
Zurfafa nutsewa
Wakilin yana lura da jihar ko lura, ya zaɓi aiki bisa ga manufofi, kuma yana karɓar ra'ayoyi. Wani aiki na iya canza yanayin da aka haɗu daga baya, don haka aikin ya bambanta da hasashen lakabi masu zaman kansu. Jerin ma'amala na iya samar da wani lamari, kamar wasa ɗaya ko tafiya ɗaya mai kwaikwayo. Bincike yana ƙoƙarin ayyuka don koyo game da sakamakonsu. Amfani yana amfani da abin da wakili ya koya don bin lada. Real deployments dole ne ya ƙuntata bincike lokacin da kurakurai zasu iya shafar mutane, kayan aiki, ko kasafin kuɗi. Simulation yana da amfani, amma nasara a ciki na iya dogara ne akan zato da suka gaza a waje. Jinkirta lada ƙimar ƙididdiga: waɗanne ayyukan da suka gabata sun taimaka ko cutar da sakamakon? Algorithms suna kimanta darajar ko inganta manufofi ta amfani da kwarewa. Zaɓin lura, sararin aiki, lada, da lokaci na iya zama mahimmanci kamar sunan algorithm. Gwada ko manufofin suna amfani da lada a cikin lada. Idan wakilin tallafi ya sami lada don rufe tikiti, zai iya rufe buƙatun da ba a warware su ba. Haɗa dubawa kai tsaye na kammala aiki da sakamakon da ba za a yarda da shi ba. Kwatanta aiki a cikin yanayi daban-daban na farawa kuma bayar da rahoton farashin tattara kwarewa.
Fahimtar Fasaha
Wani rangwame yana canza nauyin da aka ba wa lada daga baya. Zaɓi ne na samfurin game da manufa da tasiri, ba ma'auni na duniya na haƙuri ko hankali ba.
Lissafin dawowar da aka rage
- A cikin matakai uku da aka ƙirƙira, lada sune 2, 0, da 5. Tare da rangwame 0.9, dawowa daga mataki na farko shine 2 + 0.9 × 0 + 0.9² × 5.
- Sakamakon shine 6.05. Ba tare da rangwame ba, jimlar zai zama 7.
- Canza ma'anar lada ko sararin samaniya na iya canza manufofin da aka fi so har ma a cikin wannan yanayi.
Wannan misalin lissafi ya bayyana manufar; ba sakamakon ƙarfafawa ba ne.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Aiwatar da Gaskiyar Duniya
Horar da manufofi a cikin na'urar kwaikwayo tare da ayyuka masu aminci a bayyane.
Kwatanta manufofin aiki ta amfani da sakamakon da aka yi rikodin lokacin da zato na kimantawa ya kasance mai kariya.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Sources da ƙarin karatu
- MIT Press; Richard S. Sutton and Andrew G. BartoƘarfafa Koyo: Gabatarwa
Ci gaba da Bincike
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Jagora na gaba
Koyon Ƙarfafa Ƙarfafawa
Tambayoyin da ake yawan yi
Shin lada iri ɗaya ne da amincewar ɗan adam?
Ba lallai ba ne. Lada na iya zama ma'aunin lambobi, sakamako, ko wakilin ra'ayoyi. Dole ne a kimanta alaƙar su da burin da aka yi niyya.