Incamake
Databricks ni data hamwe na AI ihuza amakuru yubuhanga, isesengura, hamwe no kwiga imashini kumusingi umwe 'Lakehouse'. Nibyingenzi kuko ireka ibigo gucunga imibare nini kandi ikubaka AI aho amakuru yabo asanzwe atuye.
Databricks yunvikana neza murwego rwingamba, kugera kubitegererezo, ibyemezo bya platform, hamwe nubufatanye bwibidukikije.
Kwibira cyane
Databricks yashinzwe mu 2013 n’abashizeho umwimerere wa Apache Spark, barimo Ali Ghodsi na Matei Zaharia, muri AMPLab ya UC Berkeley. Igitekerezo cyasinywe ni 'Lakehouse' - ihuza ububiko buhendutse, bworoshye bwo kubika ikiyaga cyamakuru hamwe no kwizerwa no gukora mububiko bwamakuru, bushobojwe nimiterere yimeza ya Delta Lake. Hejuru hicaye Cataloge yubumwe kubuyobozi, MLflow yo gukurikirana igerageza, hamwe na Databricks Runtime yubatswe kuri Spark. Muri 2023 Databricks yaguze MosaicML nyuma isohora DBRX, icyitegererezo kinini cyururimi, byerekana pivot iganisha kuri AI ibyara. Ihuriro ubu ryamamaza 'Data Intelligence Platform' yo kubaka no gukorera abakozi ba AI kumibare yimishinga.
Ubushishozi
Muri rusange, Databricks ikora ibarwa kuri Apache Spark, igabanya imirimo minini mumatsinda yimashini. Ikiyaga cya Delta kongeramo ibikorwa bya ACID hamwe nigikorwa cyo kugurisha hejuru yububiko buhendutse, bityo ibiyaga byamakuru bitwara neza nkububiko. MLflow isanzwe yubuzima bwa ML - gukurikirana kwiruka, kwerekana ibicuruzwa, no gucunga ibyoherejwe. Kubyara umusaruro wa AI, ibikoresho bya AI bya Mosaic bikora neza-neza, gushakisha vector, hamwe na moderi ikorera, kureka ibigo byubaka abafasha-bongerewe-bafasha-kurwanya amakuru ategekwa.
Kumenya imibare
Databricks ni data hamwe na AI ihuza amakuru yubuhanga, isesengura, hamwe no kwiga imashini kumusingi umwe 'Lakehouse'. Nibyingenzi kuko ireka ibigo gucunga imibare nini kandi ikubaka AI aho amakuru yabo asanzwe atuye. Databricks yunvikana neza murwego rwingamba, kugera kubitegererezo, ibyemezo bya platform, hamwe nubufatanye bwibidukikije. Kugirango wubake byimbitse, fata Databricks nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura neza ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Databricks asuzuma ingamba zabacuruzi, ikarita yerekana ikarita yizewe, hamwe ningaruka zo gufunga mbere yo gukora. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha. Mugihe kimwe, Amatangazo yo gutangiza arashobora gusumbya umutekano mubikorwa nyabyo byakazi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha.
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka.
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura.
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Umudandaza akora nijoro Spark akazi kuri Databricks kugirango atunganyirize miriyari yibicuruzwa byagurishijwe mumeza asukuye yo guhanura.
Itsinda ryubumenyi bwamakuru rikoresha MLflow kuri Databricks kugirango ikurikirane ubushakashatsi no gukoresha icyitegererezo cya churn-guhanura.
Banki yubaka ikiganiro kiyobowe na Mosaic AI vector isubiza ibibazo hejuru yinyandiko za politiki yimbere.
Itsinda ryisesengura rikoresha Delta Lake kugirango ritange amakuru yuzuye ikiyaga cyizewe, imbonerahamwe yubucuruzi kububiko bwa BI.
Uburyo bwo Gushyira mu bikorwa
Databricks mubikorwa
Umudandaza akora nijoro Spark akazi kuri Databricks kugirango atunganyirize miriyari yibicuruzwa byagurishijwe mumeza asukuye yo guhanura.
Umudandaza akora akazi ka Spark nijoro kuri Databricks kugirango atunganyirize amamiliyaridi y’ibicuruzwa mu mbonerahamwe isukuye yo guhanura Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi agakurikirana inyungu ziva mu musaruro hamwe n’ikosa ryakozwe mu gihe runaka.
Databricks mubikorwa
Itsinda ryubumenyi bwamakuru rikoresha MLflow kuri Databricks kugirango ikurikirane ubushakashatsi no gukoresha icyitegererezo cya churn-guhanura.
Itsinda ryubumenyi bwamakuru rikoresha MLflow kuri Databricks kugirango ikurikirane ubushakashatsi kandi ikoreshe icyitegererezo cya churn-guhanura Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Databricks mubikorwa
Banki yubaka ikiganiro kiyobowe na Mosaic AI vector isubiza ibibazo hejuru yinyandiko za politiki yimbere.
Banki yubaka ikiganiro kiyobowe na Mosaic AI ishakisha ibisubizo isubiza ibibazo hejuru yinyandiko za politiki yimbere Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Databricks mubikorwa
Itsinda ryisesengura rikoresha Delta Lake kugirango ritange amakuru yuzuye ikiyaga cyizewe, imbonerahamwe yubucuruzi kububiko bwa BI.
Itsinda ryisesengura rikoresha ikiyaga cya Delta kugirango ritange amakuru yikiyaga cyizewe, imbonerahamwe yubucuruzi kumasomo ya BI Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutangiza amatangazo arashobora gusumbya ituze mubikorwa nyabyo byakazi.
Ibiciro bya API cyangwa guhindura politiki birashobora guhagarika ibitekerezo ijoro ryose.
Abashoramari bonyine bishingira byongera gufunga no kwimuka.
Igishushanyo mbonera
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets.
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.