- I-Google ihlanganise Umenzeli Wesayensi Yedatha ku-Colab, okwenza kube lula ukwenza ukuhlaziya idatha ngokuzenzakalelayo.
- Inikwa amandla yi-Gemini 2.0, i-ejenti ivumela abasebenzisi ukuthi bakhiqize amabhuku okubhala asebenzayo ngokumane bachaze imigomo yabo.
- Itholakala kubasebenzisi abangu-18+ emazweni athile, ngosekelo lwe-CSV, i-JSON, namafayela ombhalo.
- Lungisa ukuhamba komsebenzi ngokususa imisebenzi ephindaphindwayo, uthuthukise ukusebenza kahle kwesayensi yedatha.
I-Google ithathe isinyathelo esiya phambili emkhakheni wokuhlaziywa kwedatha ngokuhlanganisa i- Data Science Agent entsha ku-Colab . Leli thuluzi elisebenzisa i-AI lihlose ukwenza umsebenzi wososayensi bedatha , abacwaningi, kanye nabathuthukisi ube lula futhi usebenze kahle.
I-Data Science Agent yenza imisebenzi ehlukahlukene isebenze ngokuzenzakalelayo ngaphakathi kwe-Colab, indawo esekelwe ku-Jupyter Notebook eyenza kube lula ukuhlela i-Python efwini. Ngenxa yobuchwepheshe be -Gemini 2.0 , abasebenzisi manje sebengalayisha idatha yabo, bachaze inhloso yabo yokuhlaziya, futhi bathole ngokuzenzakalelayo incwajana yokusebenza enekhodi edingekayo.
Ukuhlaziywa kwedatha okuzenzakalelayo
Ngale nxusa elisha, i-Google ihlose ukwenza lula ukuhamba komsebenzi kwabahlaziyi bedatha. Iqeda isidingo sokubhala ikhodi kusukela ekuqaleni , njengoba ikhiqiza izikripthi ezidingekayo zemisebenzi efana nokungenisa umtapo wolwazi , ukucubungula idatha, nokudala ukubonakala.
Leli thuluzi liyakwazi ukwenza ukuhlaziywa kokuhlola , ukuhlanza idatha, ukumodela okubikezelayo, kanye nokuhlolwa kwezibalo. Liphinde libe namakhono okuzilungisa nokucwenga ikhodi ekhiqiziwe, okwenza kube usizo kokubili kochwepheshe kanye nalabo abasanda kuqala isayensi yedatha. Ukuze uthole ukubuka okujulile lobu buchwepheshe, ungabheka umhlahlandlela ku-Gemini Code Assist.
Ukusebenziseka kalula kwabasebenzisi
I-ejenti Yesayensi Yedatha isebenza ngokunembile. Vele ulandele lezi zinyathelo:
- Vula incwadi yokubhalela ku-Colab.
- Layisha idathasethi ngefomethi ye-CSV, JSON noma ye-TXT.
- Chaza umsebenzi wokuhlaziya ngolimi lwemvelo usebenzisa iphaneli eseceleni ye-Gemini.
- Qalisa i-notebook ekhiqiziwe ukuthola imiphumela nokubonwayo.
Ngenxa yendlela yayo yokuxoxa, i-ejenti ingaqonda izicelo ezinjengokuthi “Bona ngeso lengqondo izitayela zedatha” noma “Qeqesha imodeli yokubikezela .” Lokhu kwenza inqubo ibe lula futhi kunciphisa isikhathi esichithwa emisebenzini ephindaphindwayo . Kulabo abanentshisekelo kumapulatifomu okubambisana, ukubuyekezwa kwamathuluzi okubambisana kungaba usizo.
Umthelela emphakathini wesayensi
Ukuhlolwa kukhombisile ukuthi i-Data Science Agent iyanciphisa kakhulu isikhathi sokuhlaziya . Isibonelo esiphawulekayo yileso somcwaningi eLawrence Berkeley National Laboratory owakwazi ukunciphisa isikhathi sakhe sokucubungula idatha sisuka esontweni saya emizuzwini emihlanu kuphela.
Ngaphezu kwalokho, leli thuluzi lihlolwe ku-benchmark ye-DABStep ye-Hugging Face, lapho lifike endaweni yesine ekucabangeni okunezinyathelo eziningi , lidlula amamodeli afana ne-DeepSeek ne-Llama 3.3 70B. Ukuze uthole ulwazi olwengeziwe ngalolu hlobo lwemodeli, bheka ukuhlaziywa kwe- DeepSeek R1.
Izinhlelo zesikhathi esizayo nokwandisa
I-Google inezinhlelo ezishibhile zokuthuthukisa ithuluzi. Intuthuko yesikhathi esizayo ihlanganisa:
- Usekelo lwamafomethi edatha engeziwe kanye nokuhlaziya okuyinkimbinkimbi.
- Amakhono amakhulu okwenza ngokwezifiso ezincwadini zokubhalela ezenziwe.
- Ukunwetshwa kwezinye izindawo I-Google Development.
Lesi sikhondlakhondla sezobuchwepheshe siphinde sabonisa ukuthi siqoqa impendulo yabasebenzisi ngomphakathi we-Google Labs ku-Discord ukuze sithuthukise izici zaso. Ngaphezu kwalokho, labo abanesifiso sokuthuthukiswa kobuhlakani bokwenziwa bangathola ulwazi olubalulekile mayelana nomqhubi omusha we-OpenAI.
Ngokungezwa kwe-Data Science Agent ku-Colab, i-Google ihlose ukwenza ukufinyelela kumathuluzi okuhlaziya idatha athuthukile kube lula . Ngokunciphisa umthwalo womsebenzi ophindaphindwayo, abasebenzisi bangagxila ekuchazeni imiphumela esikhundleni sokukhathazeka ngokusetshenziswa kobuchwepheshe. Lokhu kusungula izinto ezintsha kuphawula ingqophamlando entsha ekuzenzekeleni kokuhlaziya idatha , okwenza umsebenzi wososayensi bedatha emhlabeni wonke ube lula.
