Coin.AI: Tsarin Koyo Mai Zurfi na Rarraba Wanda Ya Dogara da Blockchain Tare da Tabbatar da Aiki Mai Amfani

Teburin Abubuwan Ciki

• 1. Gabatarwa
• 2. Bayanan Baya
  • 2.1 Fasahar Blockchain
  • 2.2 Iyakokin Tabbacin Aiki
• 3. Ƙirar Tsarin Coin.AI
  • 3.1 Tsarin Tabbacin Aiki Mai Amfani
  • 3.2 Tsarin Tabbacin Ajiya
  • 3.3 Ka'idar Tabbatarwa
• 4. Aiwatar da Fasaha
  • 4.1 Tsarin Lissafi
  • 4.2 Ma'aunin Aiki
  • 4.3 Aiwar Lambar
• 5. Sakamakon Gwaji
• 6. Ayyukan Gaba
• 7. Nassoshi
• 8. Bincike Mai Zurfi

1. Gabatarwa

Gabatarwar Bitcoin a cikin 2008 ta kafa blockchain a matsayin fasahar littafin rarraba, amma tsarinta na tabbacin aiki yana cinye makamashi mai yawa ba tare da samar da sakamako mai amfani ba. Coin.AI tana ba da wata sabuwar hanya mai saukin gaske: amfani da horar da samfurin koyo mai zurfi a matsayin tabbacin aiki, ƙirƙirar ƙimar kuɗin dijital da samfuran AI masu amfani.

2. Bayanan Baya

2.1 Fasahar Blockchain

Blockchain tana adana ma'amaloli a cikin tubalan da suka bi da jima'i tare da kariyar sirri don hana yin gyara. Fasahar ta samo asali daga aiwatarwar farko ta Bitcoin zuwa nau'ikan kuɗin dijital daban-daban kamar Ethereum, amma yawancin suna kiyaye hanyoyin haƙa ma'adinai masu cinye makamashi.

2.2 Iyakokin Tabbacin Aiki

Tabbacin aiki na al'ada yana buƙatar warware wasanin gwada ilimi ta hanyar amfani da ƙarfi, yana cinye kusan TWh 73.12 a shekara - kwatankwacin cikakken amfani da makamashi na Austria. Wannan yana wakiltar ɓarnar lissafi kawai ba tare da amfanin al'umma ba.

3. Ƙirar Tsarin Coin.AI

3.1 Tsarin Tabbacin Aiki Mai Amfani

Masu haƙa ma'adinai suna horar da samfuran koyo mai zurfi maimakon warware wasanin gwada ilimi. Ana samar da toshe lokacin da aikin samfurin ya wuce ƙayyadaddun matakin $P_{threshold}$, wanda hanyar sadarwa ta tabbatar. Ladan haƙa ma'adinai $R$ ana ƙidashisa kamar $R = B_{base} \times (1 + \frac{A_{model} - A_{baseline}}{A_{max} - A_{baseline}})$ inda $A_{model}$ ke nuna daidaiton samfurin.

3.2 Tsarin Tabbacin Ajiya

Masu amfani da ke ba da ajiya don samfuran da aka horar suna samun diyya daidai gwargwado da tsawon lokacin ajiya da amfanin samfurin: $S_{reward} = S_{size} \times T_{storage} \times U_{model}$ inda $U_{model}$ ke wakiltar ƙimar aiki ta samfurin.

3.3 Ka'idar Tabbatarwa

Nodes ɗin hanyar sadarwa suna tabbatar da aikin samfurin yadda ya kamata ta amfani da ƙungiyoyin bayanai masu gwaji, suna buƙatar ƙasa da lissafi sosai idan aka kwatanta da horo. Wannan yana tabbatar da ingancin tsarin yayin kiyaye rarrabawa.

4. Aiwar da Fasaha

4.1 Tsarin Lissafi

Tsarin yana amfani da ingantaccen saukowar gradient: $\theta_{t+1} = \theta_t - \eta \nabla_\theta J(\theta)$ inda $\theta$ ke wakiltar sigogin samfurin, $\eta$ shine ƙimar koyo, kuma $J(\theta)$ shine aikin asara. Wahalar haƙa ma'adinai tana daidaitawa bisa ga rikitaccen samfurin da buƙatun aiki.

4.2 Ma'aunin Aiki

Ana kimanta samfura ta amfani da ma'auni na yau da kullun: Daidaito $A = \frac{TP+TN}{TP+TN+FP+FN}$, Daidaito $P = \frac{TP}{TP+FP}$, da kuma F1-score $F1 = 2 \times \frac{P \times R}{P + R}$ inda $R$ ke nuna tunawa.

4.3 Aiwar Lambar

Duk da cewa takardar tana gabatar da tsarin ka'ida, sauƙaƙan tsarin haƙa ma'adinai zai ƙunshi:

class CoinAIMiner:
    def mine_block(self, dataset, model_architecture):
        model = build_model(model_architecture)
        while performance < threshold:
            model.train(dataset)
            performance = evaluate_model(model, validation_set)
        return model, performance_metrics

5. Sakamakon Gwaji

Binciken ka'ida ya nuna Coin.AI na iya rage ɓarnar makamashi ta hanyar sake amfani da albarkatun lissafi don ci gaban AI mai amfani. Idan aka kwatanta da kiyasin Bitcoin na kWh 707 kowace ma'amala, tsarin aiki mai amfani na Coin.AI zai iya cimma irin wannan tsaro tare da ci gaban AI na zahiri.

6. Ayyukan Gaba

Yuwuwar ayyuka sun haɗa da kasuwanni na rarraba samfurin AI, dandamali na bincike na haɗin gwiwa, da samun dama ga ƙwarewar AI ta zamani. Tsarin zai iya haɓaka don tallafawa fannoni na musamman kamar binciken hoton likita ko samfurin yanayi.

7. Nassoshi

1. Nakamoto, S. (2008). Bitcoin: Tsarin Kuɗin Lantarki na Peer-to-Peer
2. Buterin, V. (2013). Takardar Farin Ciki na Ethereum
3. Goodfellow, I., da sauransu. (2016). Koyo Mai Zurfi
4. Zhu, J.Y., da sauransu. (2017). Fassarar Hotuna zuwa Hotuna marasa Haɗin gwiwa ta amfani da Cibiyoyin Adawa na Ma'ana na Zagayowar
5. Ma'aunin Amfani da Wutar Lantarki na Cambridge Bitcoin (2019)

8. Bincike Mai Zurfi

Gaskiya A Kai Tsaye: Coin.AI tana wakiltar ɗaya daga cikin ƙoƙarin hankali mafi ƙarfi don magance matsalar asali ta ɓarnar makamashi na blockchain, amma tana fuskantar ƙalubalen aiwatarwa masu girma waɗanda zasu iya sa ta zama mara amfani a cikin tattalin arziki a aikace.

Sarkar Hankali: Shawarar ta ginu akan wata manufa mai sauƙi amma mai ƙarfi: idan dole ne mu cinye albarkatun lissafi masu yawa don tsaron blockchain, me ya sa ba za mu jagoranci waɗannan albarkatun zuwa ga ci gaban AI mai amfanin al'umma ba? Wannan yana haifar da zagayowar nagarta inda haƙar ma'adinan kuɗin dijital kai tsaye ke haɓaka ƙwarewar hankalin wucin gadi. Duk da haka, aiwatar da fasaha yana buƙatar warware matsalolin daidaitawa waɗanda suka tsoratar da masu binciken rarraba lissafi shekaru da yawa - musamman, yadda ake ƙirƙirar horo na rarraba mai adalci, tabbatacce, da inganci wanda ke hana wasa da tsarin.

Abubuwan Haske da Kurakurai: Hikimar haske a nan ita ce gane cewa horar da samfurin AI yana raba kaddarorin lissafi tare da tabbacin aiki na sirri - duka biyun suna buƙatar lissafi mai yawa amma tabbatarwa kaɗan. Wannan ya yi daidai da ci gaban asali a cikin CycleGAN da makamantancin binciken AI wanda ke nuna yuwuwar horo na rarraba. Duk da haka, shawarar ta ƙi ƙima da yanayin kasuwa: kayan aikin AI na musamman suna haifar da haɗarin tsakiya, ingancin samfurin yana gabatar da abubuwan da ba na zahiri ba ga tabbataccen sirri na blockchain, kuma ƙwararrun tattalin arziki bazasu yi daidai da samar da samfuran da suke da amfani da gaske ba maimakon waɗanda suka isa kawai.

Gargaɗin Aiki: Ga masu haɓaka blockchain, wannan binciken yana nuna hanyoyin haɗaka - watakila haɗa tabbacin aiki na al'ada tare da abubuwan aiki masu amfani maimakon maye gurbin gaba ɗaya. Ga masu binciken AI, yana nuna yuwuwar da ba a yi amfani da ita ba a cikin hanyoyin horo na rarraba. Ga masu saka hannun jari, yana nuna alama cewa mafi kyawun sabbin abubuwan blockchain na iya fitowa daga aikace-aikacen fannoni daban-daban maimakon haɓaka ƙarin kuɗin dijital. Gaskiyar dama ba ta cikin aiwatar da Coin.AI daidai kamar yadda aka tsara ba, amma a cikin cire ainihin fahimtarta game da lissafi mai amfani don sanar da gine-ginen blockchain na zamani.