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Yanzu ya bayyana cewa waɗanda suka ɗauki AI da sauri za su jagoranci hanya, yayin da waɗanda ke adawa da canji za a maye gurbinsu da waɗanda ke amfani da AI. Hankalin wucin gadi ba ya zama abin wucewa kawai; yana zama kayan aiki mai mahimmanci a masana'antu daban-daban, gami da kimiyyar bayanai. Masu haɓakawa da masu bincike suna ƙara yin amfani da kayan aikin AI don sauƙaƙe ayyukansu, kuma ɗayan irin wannan kayan aikin da ya sami shahara sosai kwanan nan shine ChatGPT.

A cikin wannan shafin yanar gizon, zan tattauna mafi kyawun kayan aikin AI na 7 waɗanda suka sanya rayuwata a matsayin masanin kimiyyar bayanai cikin sauƙi. Waɗannan kayan aikin suna da mahimmanci a cikin ayyukana na yau da kullun, kamar rubuta koyawa, bincike, ƙididdigewa, nazarin bayanai, da aiwatar da ayyukan koyon inji. Ta hanyar raba waɗannan kayan aikin, Ina fatan in taimaka wa ƴan'uwanmu masana kimiyyar bayanai da masu bincike su daidaita ayyukansu kuma su ci gaba da yin gaba a fagen AI mai tasowa.

Kowane ƙwararriyar bayanai ya san pandas, kunshin Python da ake amfani da shi don sarrafa bayanai da bincike. Amma idan na gaya muku cewa maimakon rubuta lambar, za ku iya yin nazari da samar da abubuwan gani na bayanai ta hanyar buga sauri ko tambaya? Abin da PandasaAI yayi - yana kama da Wakilin AI don aikin Python ɗinku wanda ke sarrafa sarrafa bayanai ta amfani da nau'ikan AI daban-daban. Hakanan zaka iya amfani da samfuran gudu na gida. 

A cikin lambar da ke ƙasa, mun ƙirƙiri wakili ta amfani da tsarin bayanan pandas da ƙirar OpenAI. Wannan wakili na iya yin ayyuka daban-daban akan tsarin bayananku ta amfani da yaren halitta. Mun yi ta tambaya mai sauƙi sannan muka nemi bayanin yadda ya kai ga sakamakon.

import os
import pandas as pd
from pandasai.llm import OpenAI
from pandasai import Agent

sales_by_country = pd.DataFrame(
    {
        "country": [
            "United States",
            "United Kingdom",
            "France",
            "Germany",
            "Italy",
            "Spain",
            "Canada",
            "Australia",
            "Japan",
            "China",
        ],
        "sales": [5000, 3200, 2900, 4100, 2300, 2100, 2500, 2600, 4500, 7000],
    }
)

llm = OpenAI(api_token=os.environ["OPENAI_API_KEY"])
pandas_ai_df = Agent(sales_by_country, config={"llm": llm})

response = pandas_ai_df.chat("Which are the top 5 countries by sales?")
explanation = pandas_ai_df.explain()

print("Answer:", response)
print("Explanation:", explanation)

Sakamakon yana da ban mamaki. Gwaji da bayanan rayuwata na gaske zai ɗauki aƙalla rabin sa'a.

Answer: The top 5 countries by sales are: China, United States, Japan, Germany, United Kingdom
Explanation: I looked at the data we have and found a way to sort it based on sales. Then, I picked the top 5 countries with the highest sales numbers. Finally, I put those countries into a list and created a sentence to show them as the top 5 countries by sales.

GitHub Copilot yanzu ya zama dole idan kun kasance cikakken lokaci mai haɓakawa ko ma'amala da lambar yau da kullun. Me yasa? Yana haɓaka ikon ku don rubuta lamba mai tsabta da inganci cikin sauri. Kuna iya har ma taɗi tare da fayil ɗin ku kuma yi gyara cikin sauri ko samar da lambar sanin mahallin. 

GitHub Copilot ya haɗa da AI chatbot, akwatin hira ta cikin layi, ƙirar code, autocomplete, CLI autocomplete, da sauran fasalulluka na tushen GitHub waɗanda zasu iya taimakawa tare da binciken lamba da fahimta.

GitHub Copilot kayan aiki ne da ake biya, don haka idan ba kwa son biyan $10 a wata to ya kamata ku duba. Manyan mataimakan coding AI guda 5 Dole ne ku gwada.

Taɗi GPT ya mamaye sararin AI na shekaru 2 yanzu. Mutane suna amfani da shi don rubuta imel, samar da abun ciki, tsara lamba, da kowane nau'in ayyuka na ƙima. 

Idan kun biya biyan kuɗi, za ku sami damar yin amfani da samfurin zamani na GPT-4, wanda ke da kyau wajen magance matsaloli masu rikitarwa. 

Ina amfani da shi kullum don tsara lambar, don bayanin lamba, don yin tambayoyi gaba ɗaya, da kuma tsara abun ciki. Ayyukan AI ba koyaushe cikakke ba ne. Kuna iya buƙatar yin wasu gyare-gyare don gabatar da shi ga mafi yawan masu sauraro. 

ChatGPT kayan aiki ne mai mahimmanci ga masana kimiyyar bayanai. Amfani da shi ba yaudara ba ne. Maimakon haka, yana ba ku lokaci don bincike da gano mafita idan aka kwatanta da kowa.

Idan kuna darajar sirri, la'akari da gudanar da ƙirar AI mai buɗewa akan kwamfutar tafi-da-gidanka. Duba Hanyoyi 5 Don Amfani da LLMs A Kan Laptop ɗinku.

Idan ka horar da cibiyar sadarwa mai zurfi don aikin koyon injin, to lallai ne ka fara horar da shi Kamfanin Google saboda samuwar GPUs da TPUs masu samun damar shiga. Tare da haɓakawa a cikin Generative AI, Google Colab kwanan nan ya gabatar da wasu fasalulluka waɗanda zasu taimaka muku samar da lamba, gyara da sauri, da cikawa ta atomatik. 

Colab AI kamar haɗaɗɗiyar mataimakin coding AI ne a cikin filin aikin ku. Kuna iya samar da lamba ta hanyar faɗakarwa da yin tambayoyi masu biyo baya. Hakanan yana zuwa tare da shigar da lambar layi, kodayake yana da iyakacin amfani da sigar kyauta. 

Zan ba da shawarar sosai don samun sigar da aka biya saboda yana ba da mafi kyawun GPUs da ingantaccen ƙwarewar coding gabaɗaya.

Bincika Manyan Mataimakan Coding AI guda 11 don 2024 kuma gwada duk hanyoyin zuwa Colab AI don nemo mafi dacewa da ku.

Ina amfani Rikicin AI a matsayin sabon injin bincike na da mataimakin bincike. Yana taimaka mini koyo game da sabbin fasahohi da ra'ayoyi ta hanyar samar da taƙaitacciyar taƙaitaccen bayani na zamani tare da hanyoyin haɗin yanar gizo da bidiyo masu dacewa. Zan iya yin tambayoyi masu biyo baya kuma in sami amsa da aka gyara. 

Perplexity AI yana ba da fasali daban-daban don taimakawa masu amfani da shi. Yana iya amsa tambayoyi da yawa, daga ainihin gaskiya zuwa tambayoyi masu rikitarwa, ta amfani da sabbin tushe. Fasalinsa na Copilot yana ba masu amfani damar bincika batutuwan su cikin zurfi, yana ba su damar faɗaɗa ilimin su da gano sabbin wuraren sha'awa. Bugu da ƙari, masu amfani za su iya tsara sakamakon binciken su a cikin "Tarin" bisa ayyuka ko batutuwa, yana sauƙaƙa samun abin da suke bukata a nan gaba.

duba fitar 8 injunan bincike masu ƙarfin AI wanda zai iya haɓaka binciken yanar gizon ku da damar bincike a matsayin madadin Google.

Ina so in sanar da ku hakan Grammarly kayan aiki ne na musamman ga mutanen da ke da dyslexia. Yana taimaka mini rubuta abun ciki cikin sauri da daidai. Ina amfani da Grammarly kusan shekaru 9 yanzu, kuma ina son fasalin da ke gyara rubutuna, nahawu, da tsarin rubutuna gaba ɗaya. Kwanan nan, sun gabatar da Grammarly AI, wanda ke ba ni damar inganta rubutuna tare da taimakon nau'in AI na haɓakawa. Wannan kayan aikin ya sauƙaƙa rayuwata saboda yanzu zan iya rubuta mafi kyawun imel, saƙonnin kai tsaye, abun ciki, koyawa, da rahotanni. Kayan aiki ne mai mahimmanci a gare ni, kamar Canva.

Fuskar Hugging ba kayan aiki ba ne kawai, amma gabaɗayan yanayin muhalli ne wanda ya zama muhimmin sashi na rayuwar aikina ta yau da kullun. Ina amfani da shi don samun damar saitin bayanai, ƙira, demos koyan inji, da APIs don ƙirar AI. Bugu da ƙari, na dogara da fakitin Rungumar Face Python iri-iri don horarwa, daidaitawa, kimantawa, da tura samfuran koyon injin.

Fuskar Runguma wani dandamali ne mai buɗe ido wanda ke da kyauta ga al'umma kuma yana bawa mutane damar ɗaukar bayanan bayanai, samfuri, da nunin nunin AI. Har ma yana ba ku damar ƙaddamar da ƙididdiga na samfuran ku kuma gudanar da su akan GPUs. A cikin ƴan shekaru masu zuwa, mai yiyuwa ne ya zama babban dandalin tattaunawa na bayanai, bincike da haɓakawa, da ayyuka.

Bincika Manyan kayan aikin kimiyyar bayanai 10 da za a yi amfani da su a cikin 2024 kuma ya zama babban masanin kimiyyar bayanai, yana magance matsalolin bayanai fiye da kowa.

Ina amfani Travis, mai koyar da AI-powered, don gudanar da bincike a kan ci-gaba batutuwa kamar MLOps, LLMOps, da kuma bayanai injiniya. Yana ba da bayani mai sauƙi game da waɗannan batutuwa kuma kuna iya yin tambayoyi na gaba kamar kowane chatbot. Ya dace ga waɗanda kawai ke son sakamakon bincike daga manyan wallafe-wallafe akan Matsakaici.

A cikin wannan rukunin yanar gizon, mun bincika kayan aikin AI masu ƙarfi 7 waɗanda za su iya haɓaka haɓaka aiki da ingancin masana kimiyyar bayanai da masu bincike - daga nazarin bayanan tattaunawa tare da PandasAI zuwa tsara tsara lamba da taimakon gyara kurakurai tare da GitHub Copilot da Colab AI, suna ba da damar canza wasa zuwa ga sauƙaƙa hadaddun ayyuka masu alaƙa da lambar kuma adana lokaci mai mahimmanci. Haɗin kai na ChatGPT yana ba da damar ƙirƙirar abun ciki, bayanin lamba, da warware matsala, yayin da Perplexity AI ke ba da injin bincike mai wayo da mataimaki na bincike. Grammarly AI yana ba da taimako na rubutu mai kima, kuma Hugging Face yana aiki a matsayin cikakkiyar yanayin yanayin don samun damar saitin bayanai, samfuri, da APIs don haɓakawa da tura hanyoyin koyon injin.
 
 

Abid Ali Awan (@1abidaliwan) ƙwararren ƙwararren masanin kimiyyar bayanai ne wanda ke son ginin ƙirar koyon injin. A halin yanzu, yana mai da hankali kan ƙirƙirar abun ciki da rubuta bulogin fasaha akan koyon injin da fasahar kimiyyar bayanai. Abid yana da digiri na biyu a fannin sarrafa fasaha da digiri na farko a fannin injiniyan sadarwa. Manufarsa ita ce gina samfurin AI ta amfani da hanyar sadarwar jadawali don ɗaliban da ke fama da tabin hankali.

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• Source: https://www.kdnuggets.com/the-7-best-ai-tools-for-data-science-workflow?utm_source=rss&utm_medium=rss&utm_campaign=the-7-best-ai-tools-for-data-science-workflow