Generative AI Full Course – Gemini Pro, OpenAI, Llama, Langchain, Pinecone, Vector Databases & More - Ep131

of thedeployment which I have startup and aiwritten overhere now let me copy it and let me pasteit over here inside your inside myGitHub itself so here is my readme fileuh I don't have readme file so don'tworry I can edit create a newfile my file name is whatreadme.md just readme.md andhereyeah so this is the entire command whichI kept over here now let me click on thecommitchanges and here I'm going to commit sosee guys this is the entire process forthe deployment okay now let me give youthis link so you all can doit inside yoursystem so this is the link guys uh whichuh where I kept all the steps you canfollow it and you can deploy your firstand to and uh first applicationbasically now tell me yes this file willbe available inside the notes don'tworry don't worry about itso let me check with moredoubts this uh file you will get insidethe dashboard see this is a dashboardguys this is a like Genera VI dashboardnow again I can give you this linkinside the chat and already you can seemy team has updated right so inside thechat if you will check with the pincommand so my team has updated the linkof the dashboard right and just gothrough the Inon platform just justsearch about the Inon okay just openyour Google search about the Inon andthis is the homepage now here in thecourses there is a section Communityprogram so just click on the communityprogram and here itself you will findout the category so just click on thisgenerative AI so there you will find outall the dashboard so here you just needto click on the English one uh here wehave a Hindi dashboard as well I'mtaking the same lecture and On HindiYouTube channel so yeah we we have aHindi dashboard now here is a Englishdashboard and this is a communitysession of the machine learning so eachand everything you can find out over theInon platform let me give you the uhthis particular link so that you can login if you are new guys so that uh soplease try to log in on this I ownportal how how we can apply llm forbusiness inside chat like interactingwith DB and perform complex computationtask yeah that only we are going todiscuss now so we'll talk about that howwe can uh like create a complexapplication here the foundation I thinkthe foundation is clear to all of younow we'll come to the advanced partwhere we'll include the databases wherewe'll try to create few more applicationlike chatbot and all and yeah that thingwill be clarified to all of you justwait for sometime so tell me guys how's the sessionso far do you like it so please hit thelike button if you are liking thesessionuh and please do let me know in the chatalso how's the session so far because wehave completed a one phase now we areentering into the secondphase yeah waiting for a reply so pleasewrite it down thechatyou are not getting any linkuh linkwise don't worry my team willgive you that give uh that particularlink inside the chat itself if I'm notable to paste it then but I past itactually I I can see here in mychat here we have already pinned onecomment just just look into the Pinncomment so there you will find out adashboard and you can navigate theentire dashboard and all entire websitefrom there itself so just check with thepincomment so deependra has given to methis uh IP and this uh Port so let mecheck it is working or not he's sayingsir I'm following you and this is my IPand my portactually no see it's a wrong I thinkjust check once thein I think uh thereis just like uh in IP V4 actually wehave a four segment now so just lookinto your IP I think you pasted a wrongone see this is thecorrectright greatso let's start uh with the next topicand that's going to be a vector databaseso we have completed a one phase of thisuh Community session now it's a secondphase of this community session where wegoing to start from the vector databasesand then we'll try to do few moreadvanced uh like we'll try to solve fewmore advanced use cases so the firstthing is basically what is a vectordatabases so how many of you know aboutthe vector guys tell me do do you have abasic idea about the vector what is avector and uh have you learned inmachine learning instatistic great so I think uh we canstart just allow me aminute great so let's start with thevector database few people are sayingthey know about the vector databases andthe vector is nothing they have learnedin a mathematic they have learned in NLPand all so uh let's try to understandthe fundamental of the vector and thefundamental of the vector databases soif we talk if we talking about thisVector database so here you will findout that so we have a data right so thisdata actually we are going to convertinto a vectors so Vector is nothing justa set of numbers right it's just a setof number geometrically I will explainabout the vector in a lit term also Iwill about I will explain about thisvectornow here you can see this Vectoractually we are going to store somewhereand that is called a vector databaseright so we have a data we are going toconvert that data into a vectors andthen uh basically this Vector we aregoing to store somewhere now here youcan see one specific term the term iscalled Vector database now apart fromthat like we have other database alsolike SQL base database right we have noSQL databases so why we are not usingthose databases for storing theembedding for storing this data what isa disadvantage if directly we arestoring this data into this SQL basedSQL based database or maybe in no SQLdatabase so what will be thedisadvantage why we are converting thisdata into our vectors and then we arestoring inside the vector databases sofirst of all we need to understand thisa particular this this problem statementnow uh for that what I can

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