I-Industries GUIDE

I-AI ekutholeni izidakamizwa

I-AI ekutholeni izidakamizwa isebenzisa ukufunda komshini ukubikezela ukuziphatha kwamangqamuzana, ukuklama izinhlanganisela ezintsha, nokunciphisa iminyaka nezigidigidi ngokuvamile ezidingekayo ukuze kutholwe umuthi osebenzayo.

Uhlolojikelele

I-AI ekutholeni izidakamizwa isebenzisa ukufunda komshini ukubikezela ukuziphatha kwamangqamuzana, ukuklama izinhlanganisela ezintsha, nokunciphisa iminyaka nezigidigidi ngokuvamile ezidingekayo ukuze kutholwe umuthi osebenzayo. Ilungisa kabusha ingxenye yekhemisi enensa kakhulu, neyingozi kakhulu.

I-AI ekutholeni izidakamizwa isebenzisa i-AI ezindaweni eziqondene nesizinda lapho imithethonqubo, ukusebenza, kanye nokubekezelela ubungozi kulolonga ngokunamandla ukukhetha kwedizayini.

I-Deep Dive

Ukuletha umuthi emakethe ngokwesiko kuthatha iminyaka eyi-10 kuye kweyi-15 nangaphezulu kwesigidigidi samadola, futhi iningi labantu lihluleka. I-AI ihlasela izithiyo eziningi. Ekuhlonzweni okuqondiwe, amamodeli amba i-genomics nedatha yamaprotheni ukuze athole amaprotheni axhunywe nesifo afanele ukudakwa. Ekutholakaleni okushisayo, amamodeli akhiqizayo aphakamisa ama-molecule anoveli anezinto ezifiselekayo, kuyilapho ukuhlolwa okubonakalayo kulinganisa izigidi zezinhlanganisela ngaphandle kokuhlanganiswa kwelebhu. I-DeepMind's AlphaFold ibikezele izakhiwo ze-3D zamaprotheni angaphezu kwezigidi ezingu-200, yanikeza abacwaningi amapulani ayedinga iminyaka ye-crystallography. Izinkampani ezifana ne-Insilico Medicine kanye ne-Recursion zisebenzisa ama-molecule enziwe i-AI manje ezivivinyweni zabantu. I-AI iphinda ibikezele ubuthi kanye ne-ADME (ukumuncwa, ukusatshalaliswa, i-metabolism, ukukhishwa) kusenesikhathi, ibulale abantu ababi ngaphambi kokuhlolwa okumba eqolo.

I-Technical Insight

Amamolekyuli avamise ukumelelwa njengamagrafu (ama-athomu njengama-node, amabhondi njengamaphethelo) futhi acutshungulwe amanethiwekhi e-neural egrafu, noma njengezintambo zombhalo ezibizwa ngokuthi SMILES aphakelwa amamodeli alandelanayo. Izindlela ezikhiqizayo ezifana nama-autoencoder ahlukahlukene kanye namamodeli okusabalalisa isampula yezakhiwo ezintsha endaweni yamakhemikhali efundiwe, elungiselela ukuhlangana okubophezelayo nokufana nezidakamizwa. I-AlphaFold isebenzisa ukufunda okujulile okusekelwe ekunakekelweni okuqeqeshwe ku-Protein Data Bank ukuze ibikezele ukuthi amaketango e-amino-acid agoqeka kanjani abe yizimo ze-3D ezinquma ukusebenza.

Ukufundisa i-AI ekutholeni izidakamizwa

I-AI ekutholeni izidakamizwa isebenzisa ukufunda komshini ukubikezela ukuziphatha kwamangqamuzana, ukuklama izinhlanganisela ezintsha, nokunciphisa iminyaka nezigidigidi ngokuvamile ezidingekayo ukuze kutholwe umuthi osebenzayo. Ilungisa kabusha ingxenye yekhemisi enensa kakhulu, neyingozi kakhulu. I-AI ekutholeni izidakamizwa isebenzisa i-AI ezindaweni eziqondene nesizinda lapho imithethonqubo, ukusebenza, kanye nokubekezelela ubungozi kulolonga ngokunamandla ukukhetha kwedizayini. Ukuze wakhe ukuqonda okujulile, phatha i-AI ku-Drug Discovery njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela oyifunayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.

Empeleni, amaqembu aqinile asebenzisa i-AI ku-Drug Discovery aqondisa amandla obuchwepheshe nenqubomgomo yesizinda, ukucwaningwa kwamabhuku, kanye nokuthatha izinqumo okuphambili. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.

Umongo womkhakha unquma ukuthi imibono ye-AI iyasinda yini ekuxhumaneni neqiniso. Ngesikhathi esifanayo, izimfuneko Zokulawula zingenza ama-prototypes aqine ngenye indlela. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.

I-Strategic Impact

Umongo womkhakha unquma ukuthi imibono ye-AI iyasinda yini ekuxhumaneni neqiniso.

Umongo womkhakha unquma ukuthi imibono ye-AI iyasinda yini ekuxhumaneni neqiniso. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

Imikhawulo yesizinda ithonya izilinganiso zamaphutha ezamukelekayo namamodeli wokugada.

Imikhawulo yesizinda ithonya izilinganiso zamaphutha ezamukelekayo namamodeli wokugada. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

Ukuthunyelwa okuphumelelayo kuqondanisa amandla obuchwepheshe nokugeleza komsebenzi okuphambili.

Ukuthunyelwa okuphumelelayo kuqondanisa amandla obuchwepheshe nokugeleza komsebenzi okuphambili. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

Ikusasa le-AI ekutholakaleni kwezidakamizwa

Umngcele unamalebhu avaliwe, azishayelayo lapho i-AI iphakamisa ama-molecule, amarobhothi ahlanganisa futhi awahlole, futhi imiphumela iphinda iqeqeshe imodeli phakathi nezinsuku. Lindela ikhemistri ekhiqizayo elungiswe yimpendulo yelebhu, amasosha omzimba adizayinelwe yi-AI kanye nokwelapha kwe-RNA, namamodeli ayisisekelo aqeqeshwe kuyo yonke isayensi yezinto eziphilayo. Abalawuli babhala isiqondiso samakhandidethi asuselwa ku-AI. Ukuhlola okunzima kuhlala kuyisivivinyo somtholampilo, lapho ubunkimbinkimbi bebhayoloji busathobisa ukubikezela, ngakho-ke ukuwina okukhulu kwe-AI okuseduze kakhulu kuyashesha, kushibhile, nezinqumo zangaphambi komtholampilo ezihlakaniphile.

Ukuqaliswa Komhlaba Wangempela

Isizindalwazi esivulekile se-AlphaFold sivumela abacwaningi emhlabeni wonke ukuthi babheke izakhiwo ezibikezelwe ze-3D zamaphrotheni ukuze ziqondise ukwakhiwa kwezidakamizwa.

I-Insilico Medicine ithuthukise umuthi otholwe yi-AI we-idiopathic pulmonary fibrosis ekuhlolweni komtholampilo womuntu.

Amaqembu e-Pharma asebenzisa ukuhlola okubonakalayo ukuze alinganisele izigidi zama-molecule ekhandidethi, ahlola kuphela athembisa kakhulu elebhu.

Amamodeli wobuthi be-AI abikezela ukuthi umuntu ozongenela ukhetho uzolimaza isibindi noma inhliziyo, aqede inhlanganisela eyingozi ngaphambi kokuhlolwa kwezilwane.

Amaphethini Okusebenzisa

I-AI ekutholakaleni kwezidakamizwa ekusebenzeni

Isizindalwazi esivulekile se-AlphaFold sivumela abacwaningi emhlabeni wonke ukuthi babheke izakhiwo ezibikezelwe ze-3D zamaphrotheni ukuze ziqondise ukwakhiwa kwezidakamizwa.

Isizindalwazi esivulekile se-AlphaFold sivumela abacwaningi emhlabeni wonke ukuthi babheke izakhiwo ezibikezelwe ze-3D zamaprotheni ukuze ziqondise ukwakhiwa kwezidakamizwa Amathimba ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-AI ekutholakaleni kwezidakamizwa ekusebenzeni

I-Insilico Medicine ithuthukise umuthi otholwe yi-AI we-idiopathic pulmonary fibrosis ekuhlolweni komtholampilo womuntu.

I-Insilico Medicine ithuthuke ngomuthi otholwe yi-AI we-idiopathic pulmonary fibrosis ekuhlolweni komtholampilo kwabantu Amathimba ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu ezimweni ezibucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-AI ekutholakaleni kwezidakamizwa ekusebenzeni

Amaqembu e-Pharma asebenzisa ukuhlola okubonakalayo ukuze alinganisele izigidi zama-molecule ekhandidethi, ahlola kuphela athembisa kakhulu elebhu.

Amaqembu e-Pharma asebenzisa ukuhlola okubonakalayo ukuze alinganise izigidi zamangqamuzana ekhendidethi, ukuhlola kuphela okuthembisayo kakhulu elebhu Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka kwabantu yamacala abucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-AI ekutholakaleni kwezidakamizwa ekusebenzeni

Amamodeli wobuthi be-AI abikezela ukuthi umuntu ozongenela ukhetho uzolimaza isibindi noma inhliziyo, aqede inhlanganisela eyingozi ngaphambi kokuhlolwa kwezilwane.

Amamodeli wobuthi be-AI abikezela ukuthi umuntu ozongenela ukhetho uzolimaza isibindi noma inhliziyo, asuse izinto ezihlanganisiwe eziyingozi ngaphambi kokuhlolwa kwezilwane Amathimba ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

Izingozi & Guardrails

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Izidingo zokulawula zingenza ama-prototypes aqine ngenye indlela.

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Idatha yomlando ingase ihlanganise ukuchema okulimaza imiphakathi ethile.

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Izinhlelo zefa zingakha izithiyo zokuhlanganisa kanye nezindleko ezifihliwe.

Ukuqalisa Umhlahlandlela

1

Bandakanya ochwepheshe besizinda kusukela ekufakeni inkinga kuye ekuhlolweni.

Bandakanya ochwepheshe besizinda kusukela ekufakeni inkinga kuye ekuhlolweni. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

2

Dizayina izindlela zokuhlola kanye nemibhalo ngaphambi kokwethulwa.

Dizayina izindlela zokuhlola kanye nemibhalo ngaphambi kokwethulwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

3

Qinisekisa ukuthobela imithetho nokuphepha kusenesikhathi.

Qinisekisa ukuthobela imithetho nokuphepha kusenesikhathi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

4

Khipha ngezigaba ngemibandela yokumisa ecacile neyokubuyisela emuva.

Khipha ngezigaba ngemibandela yokumisa ecacile neyokubuyisela emuva. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

Qhubeka Uhlole