Teburin Abubuwan Ciki
- 1. Gabatarwa
- 2. Bayanan Baya da Dalili
- 3. Tsarin Tsarin Coin.AI
- 4. Aiwar Fasaha
- 5. Sakamakon Gwaji
- 6. Tsarin Bincike
- 7. Ayyukan Gaba
- 8. Nassoshi
1. Gabatarwa
Coin.AI tana wakiltar sauyin tsari a fasahar blockchain ta hanyar maye gurbin tabbacin aiki na sirri na al'ada da aikin lissafi mai amfani a cikin nau'in horar da ƙirar bincike mai zurfi. Wannan sabuwar hanya tana magance matsalar ɓarnar makamashi mai mahimmanci a cikin kuɗaɗen dijital yayin da take haɓaka iyawar sarrafa hankali ta hanyar lissafi na raba-rabu.
2. Bayanan Baya da Dalili
Yanayin kuɗin dijital na yanzu ya mamaye tsare-tsaren tabbacin aiki masu cinye makamashi waɗanda ba su da wata manufa fiye da tsare hanyar sadarwa. Amfani da makamashi na shekara-shekara na Bitcoin ya fi na ƙasashe da yawa, yana haifar da damuwar muhalli ba tare da samar da wata fa'ida ta kimiyya ko zamantakewa ba.
2.1 Iyakokin Tabbacin Aiki na Al'ada
Tabbacin aiki na al'ada yana buƙatar masu haƙo ma'adinai su warware wasanin sirri ta hanyar lissafi mai ƙarfi. Wahalar tana daidaitawa don kiyaye ƙimar samarwa ta toshe, wanda ke haifar da ƙarin buƙatun makamashi yayin da ƙarin masu haƙo ma'adinai suka shiga hanyar sadarwa.
2.2 Damuwar Amfani da Makamashi
Haƙon ma'adinan Bitcoin a halin yanzu yana cinye kimanin Awowi 110 a kowace shekara—fiye da yawan amfani da makamashi na Netherlands gaba ɗaya. Wannan babban kasafin kuɗin makamashi baya samar da wani sakamako mai amfani bayan tsaron hanyar sadarwa.
Kwatancin Amfani da Makamashi
Bitcoin: Awowi 110/shekara
Netherlands: Awowi 108/shekara
Argentina: Awowi 121/shekara
Haɓakar Kasuwar Kuɗin Dijital
Haɓakar ƙimar Bitcoin: 200,000x (2010-2019)
Haɓakar ƙimar Ethereum: 314x (2015-2019)
Ma'amaloli na yau da kullun: 290,000 (Bitcoin) da 280M (VISA)
3. Tsarin Tsarin Coin.AI
Tsarin Coin.AI yana sake tunanin haƙon ma'adinan blockchain a matsayin dandamali na bincike mai zurfi na raba-rabu inda albarkatun lissafi ke ba da gudummawa ga warware matsalolin AI masu ma'ana maimakon ɓata makamashi akan wasanin sirri.
3.1 Tsarin Tabbacin Aiki Mai Amfani
Masu haƙo ma'adinai suna horar da ƙirar bincike mai zurfi akan ƙayyadaddun bayanai, kuma ana samar da tubalan kawai lokacin da aikin ƙira ya wuce ƙayyadaddun maƙalla. Wannan yana tabbatar da cewa duk aikin lissafi yana samar da ƙirar AI masu mahimmanci.
3.2 Tsarin Tabbacin Ajiya
Tsarin ya ƙunshi ingantaccen tsarin tabbacin ajiya wanda ke ba wa mahalarta lada don samar da ƙarar ajiya don ƙirar da aka horar, yana ƙirƙirar cikakkiyar yanayin muhalli don AI na raba-rabu.
3.3 Yarjejeniyar Tabbaci
Nodes na hanyar sadarwa na iya tabbatar da ingancin ƙirar da aka gabatar yadda ya kamata ba tare da sake horarwa ba, suna tabbatar da ingancin tabbacin aiki mai amfani yayin kiyaye tsaron blockchain.
4. Aiwar Fasaha
Yarjejeniyar Coin.AI tana haɗa horon bincike mai zurfi kai tsaye cikin tsarin yarjejeniya na blockchain, yana ƙirƙirar alaƙar haɗin gwiwa tsakanin haƙon ma'adinan kuɗin dijital da haɓakar AI.
4.1 Tsarin Lissafi
Ana tsara tsarin haƙon ma'adinai a matsayin matsalar ingantawa inda masu haƙo ma'adinai ke ƙoƙarin rage aikin asara $L(\theta)$ na hanyar sadarwar jijiyoyi wanda aka ƙayyade ta hanyar ma'auni $\theta$. Ana haƙo toshe lokacin:
$$L(\theta) < L_{threshold}$$
Wahalar haƙon ma'adinai tana daidaitawa ta hanyar gyara $L_{threshold}$ dangane da ƙarfin lissafi na hanyar sadarwa, kama da daidaitawar wahalar Bitcoin amma ana amfani da shi ga aikin ƙira.
4.2 Maƙallan Aiki
Ana daidaita maƙallan aiki bisa ga rikitaccen bayanai da iyawar hanyar sadarwa na yanzu. Don ayyukan rarraba hoto, ana iya bayyana maƙalla dangane da daidaito:
$$Accuracy_{model} > Accuracy_{base} + \Delta_{difficulty}$$
4.3 Tabbacin Ƙira
Nodes na tabbaci suna tabbatar da ƙirar da aka gabatar ta amfani da ƙayyadaddun gwajin da aka keɓe, suna tabbatar da cewa ma'aunin aikin da aka bayar daidai ne. Tsarin tabbaci yana da arha a lissafi idan aka kwatanta da horo, yana hana tabbaci zama cikas.
5. Sakamakon Gwaji
Tsarin ka'ida ya nuna cewa bincike mai zurfi na raba-rabu ta hanyar haƙon ma'adinan blockchain zai iya cimma aikin ƙira kwatankwacin hanyoyin tarayya yayin samar da lada na kuɗin dijital. Simintin farko ya nuna cewa hanyoyin sadarwa na masu haƙo ma'adinai na iya haɗin gwiwa horar da rikitattun ƙira a cikin bayanai na raba-rabu.
Mahimman Fahimta
- Tabbacin aiki mai amfani zai iya mayar da biliyoyin daloli na albarkatun lissafi zuwa ga ci gaban kimiyya
- Bincike mai zurfi na raba-rabu yana ba da damar horo akan manyan bayanai fiye da kowace cibiya da za ta iya samun dama
- Tsarin tabbaci yana tabbatar da ingancin ƙira ba tare da babban iko ba
- Ƙarfafa ajiya yana ƙirƙirar yanayin muhalli mai dorewa don aiwatar da ƙira
6. Tsarin Bincike
Hangen Nesa na Manazarcin Masana'antu
Mahimman Fahimta
Coin.AI ba wani shawara ne kawai na kuɗin dijital ba—sake ginin tushe ne na yadda muke tunani game da ƙimar lissafi. Gaskiyar gaskiya ita ce, tsarin tabbacin aiki na yanzu ƙonewar lissafi ne, suna ƙone makamashi don kawai ƙone makamashi. Coin.AI tana wakiltar ƙoƙari na farko na gaskiya don juya wannan ƙarfi mai lalata zuwa ga manufa mai gini.
Ci gaba na Ma'ana
Shawarar ta bi ci gaba mai kyau na ma'ana: gano matsalar ɓarnar makamashi a cikin haƙon ma'adinai na al'ada, gane cewa bincike mai zurfi yana buƙatar irin wannan tsarin lissafi, da ƙirƙirar gada ta sirri tsakanin su biyun. Abin da ke da wayo musamman shine yadda suka kiyaye kaddarorin tsaro na tabbacin aiki yayin da aikin kansa yake da mahimmanci. Ba kamar wasu shawarwarin "kore" na kuɗin dijital da ke sadaukar da tsaro don dorewa ba, Coin.AI a zahiri tana haɓaka shawarar ƙima.
Ƙarfi & Kurakurai
Ƙarfafan suna da girma: magance duka haɓaka AI da dorewar kuɗin dijital a cikin tsari guda ɗaya. Tabbacin ajiya na ƙari yana ƙirƙirar cikakkiyar yanayin muhalli maimakon kawai madadin haƙon ma'adinai. Duk da haka, kurakurai suna da mahimmanci daidai. Tsarin tabbaci, ko da yake yana da kyau a ka'ida, yana fuskantar ƙalubale na aiki wajen hana ƙira ta wuce gona da iri musamman ga ƙayyadaddun gwaji. Hakanan akwai tashin hankali na asali tsakanin gasar haƙon ma'adinai da haɓakar AI na haɗin gwiwa—shin masu haƙo ma'adinai za su raba fahimta ko kuma su adana dabarun?
Fahimta Mai Aiki
Ga masu haɓaka blockchain: Ana iya aiwatar da wannan gine-gine a matsayin mafita na Layer-2 akan hanyoyin sadarwa na yanzu kamar Ethereum. Ga masu binciken AI: Za a iya daidaita hanyar horo na raba-rabu don yanayin koyo na tarayya fiye da kuɗin dijital. Ga masu zuba jari: Wannan yana wakiltar yuwuwar sauyin tsari—kuɗin dijital na farko wanda zai iya cancanta da alamar "web3" ta hanyar ƙirƙirar ƙima ta waje.
Misalin Tsarin Bincike: Haƙon Ma'adinan Rarraba Hotuna
Yi la'akari da yanayin da hanyar sadarwa ke haƙo tubalan ta hanyar horar da masu rarraba hoto akan bayanan CIFAR-10. Tsarin haƙon ma'adinai zai ƙunshi:
- Hanyar sadarwa ta sanar da manufa na yanzu: daidaiton kashi 85% akan CIFAR-10
- Masu haƙo ma'adinai suna horar da gine-gine daban-daban (ResNet, EfficientNet, da sauransu)
- Mai haƙon ma'adinai na farko da ya cimma daidaiton kashi 85% ya gabatar da ƙira da hujja
- Nodes na tabbaci suna gwaji akan ƙayyadaddun gwajin da aka fitar (hotuna 1,000)
- Idan an tabbatar, an ƙirƙiri toshe kuma an ba mai haƙon ma'adinai lada
- Wahala ta daidaita: manufa ta gaba ta zama daidaiton kashi 85.5%
Wannan yana ƙirƙirar zagayowar ingantawa na ci gaba inda hanyar sadarwa gaba ɗaya ke tura zuwa ga aikin zamani.
7. Ayyukan Gaba
Tsarin Coin.AI yana da tasiri fiye da kuɗin dijital, mai yuwuwar kawo sauyi ga yadda ake raba albarkatun lissafi don binciken kimiyya. Ci gaba na gaba zai iya haɗawa da:
- Haƙon ma'adinan binciken likitanci: Horar da ƙira don gano cuta da gano magani
- Ƙirar yanayi: Horar da raba-rabu na rikitattun ƙirar hasashen yanayi
- Gano kimiyya: Amfani da gasar haƙon ma'adinai don warware buɗaɗɗun matsaloli a kimiyyar lissafi da sinadarai
- Kasuwannin AI na rarraba: Inda ƙirar da aka horar su zama kadarorin kasuwanci
Bincike na Asali: Alchemy na Lissafi na Coin.AI
Coin.AI tana wakiltar abin da na kira "alchemy na lissafi"—canza ɓarnar lissafi zuwa hankali mai mahimmanci. Yayin da tabbacin aiki na al'ada ke ƙone zagayowar a kan ɓangarorin da ba su da ma'ana, Coin.AI tana juya wannan makamashi zuwa ga mafi kyawun samfurin lissafi na zamanninmu: sarrafa hankali. Hikimar shawarar tana cikin fahimtarsa cewa tsarin lissafi da ake buƙata don bincike mai zurfi—babban layi daya, ingantaccen ingantawa, da tabbaci—suna daidaita da kyau akan buƙatun haƙon ma'adinan blockchain.
Wannan ba ƙarin ci gaba ba ne kawai; sake tunani ne na asali na ƙirƙirar ƙima a cikin tsarin rarraba. Kamar yadda aka lura a cikin takardar asali na CycleGAN ta Zhu et al. (2017), horar da ƙwararrun hanyoyin sadarwar jijiyoyi yana buƙatar albarkatun lissafi waɗanda sau da yawa suka wuce abin da masu bincike ɗaya zasu iya samun dama. Coin.AI a zahiri tana ƙirƙirar hanyar sadarwar raba-rabu ta duniya, mai ƙarfafawa musamman an inganta shi don haɓakar AI. Bangaren tabbacin ajiya yana da fahimta musamman, yana magance ƙalubalen da aka saba yi watsi da shi na aiwatar da ƙira da samun dama.
Duk da haka, shawarar tana fuskantar manyan ƙalubale na aiki. Tsarin tabbaci, ko da yake yana da kyau a ka'ida, dole ne ya yi adawa da hare-haren maƙiya da aka ƙera musamman don wuce gona da iri ga ƙayyadaddun gwaji. Hakanan akwai tambaya game da ingancin bayanai da daidaitawa—ƙarfafa haƙon ma'adinai na iya haifar da yanke sassa a cikin shirya bayanai ko ma guba na bayanai da gangan. Tashin hankali tsakanin haƙon ma'adinai na gasa da kimiyyar haɗin gwiwa yana buƙatar daidaitawa a hankali.
Idan aka kwatanta da sauran shawarwarin "aiki mai amfani" kamar gano babban lamba na Primecoin ko lissafin kimiyya na Gridcoin, Coin.AI tana aiki a cikin rukuni na ƙima daban. Yayin da gano manyan lambobi yana da ƙimar lissafi, horar da ƙirar AI na aiki yana da aikace-aikacen kasuwanci da zamantakewa kai tsaye. Wannan yana sanya Coin.AI ba kawai a matsayin madadin kuɗin dijital ba, amma a matsayin yuwuwar kayayyakin more rayuwa don haɓakar AI na gaba.
Lokacin shawarar yana da kyau. Tare da masana'antar AI tana fuskantar ƙarin damuwa game da tarayya a hannun ƴan manyan kamfanonin fasaha, madadin rarraba ba zai iya zama mafi dacewa ba. Idan an aiwatar da shi cikin nasara, Coin.AI zai iya yin abin da Bitcoin ya yi alƙawarin yi ga kuɗi: ƙarfafa samun dama da warware masu kula da kofa.
8. Nassoshi
- Nakamoto, S. (2008). Bitcoin: Tsarin Kuɗin Lantarki na Peer-to-Peer.
- Buterin, V. (2013). Takardar Fari na Ethereum: Dandamalin Yarjejeniya Mai Hikima na Gaba da Dandamalin Aikace-aikacen Rarraba.
- Zhu, J. Y., Park, T., Isola, P., & Efros, A. A. (2017). Fassarar Hotuna-zuwa-Hotuna mara Biyu ta amfani da Cibiyoyin Sabanin Sabanin Zagayowar. Taron Kasa da Kasa na Kwamfuta na Gani (ICCV).
- Baldominos, A., & Saez, Y. (2019). Coin.AI: Tsarin Tabbacin Aiki Mai Amfani don Bincike Mai Zurfi na Raba-rabu na Tushen Blockchain. Entropy, 21(8), 723.
- Fihirisar Amfani da Wutar Lantarki ta Cambridge Bitcoin. (2023). Cibiyar Kuɗi ta Cambridge.
- VISA Inc. (2023). Al'amuran Ma'amaloli.
- King, S., & Nadal, S. (2012). PPCoin: Kuɗin Dijital na Peer-to-Peer tare da Tabbacin Hannun Jari.
- LeCun, Y., Bengio, Y., & Hinton, G. (2015). Bincike mai zurfi. Nature, 521(7553), 436-444.