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Question Answering with YouTube Videos Using RAG in LangChain 1 Week Ago by usmanmalik57 …](https://faiss.ai/index.html) vector index for efficient similarity search in large datasets. The following script installs these modules… stored in a FAISS vector index, enabling fast and efficient similarity searches. ``` openai_key = os.environ.get('OPENAI_KEY2') ``` ``` text_splitter = RecursiveCharacterTextSplitter( … Retrieval Augmented Generation (RAG) with Google Gemma From HuggingFace 1 Month Ago by usmanmalik57 … and retrieve the text from the database having the highest similarity with the input query. 3. Formulate the query and the… Paris Olympics Chatbot- Get Ticket Information Using Chat-GPT and LangChain 1 Month Ago by usmanmalik57 … want to search. 2. Based on the user query, use similarity search to find documents most likely to contain a response… help me to convert this code to python?? 9 Years Ago by wesam.teto.9 Similarity(X,Y): For i = 0,...,m: SIM[i,0] = i*g For j = 1,...,n: SIM[0,j] = j*g For i = 1,...,m: For j = 1,...,n: SIM[i,j] = max( SIM[i-1,j-1] + s(X[i],Y[j]), SIM[i-1,j]+g, SIM[i,j-1]+g ) EndFor EndFor Return SIM[m,n] Re: improve this method 13 Years Ago by griswolf "Similarity" is kind of vague, and I'm not willing … Re: What is difference between press release and article? 11 Years Ago by simran12 Similarity is that both involve writing.But the huge difference is that press release must be written as you are talking about your own business.It's like news.But articles can be written with different topics.In articles you won't only explain your business profile but also it's product and services. Similarity 18 Years Ago by karelma I've stumbeled upon the subject of similarity throught my project work in chemistry. By this, I understood … introduce new hardware which consecutively answers to memory calls by similarity instead of exact numbers. Then, high speed searches would open… Similarity between texts 14 Years Ago by rajeevns Hi all, Please help me in writing a program to find the similarity between two texts and return a percentage value. Code must be efficient . Regards, Raj similarity result 11 Years Ago by VicGirl ** Hai friends, need your help i have done code for similarity alphabet for example if we write A it will recognize … Re: similarity result 11 Years Ago by thines01 On what is the similarity based? Re: similarity result 11 Years Ago by VicGirl the alphabet that we write and the recognized word. let say we write "C" the similarity will be like the picture i attached. Re: similarity 14 Years Ago by mrnutty … need to do in order to get the percentage of similarity between two files. What do you think we need to… Re: similarity 14 Years Ago by new programer … need to do in order to get the percentage of similarity between two files. What do you think we need to… do ( in details) in order to get the percentage of similarity?[/QUOTE] Its complex since I have to compare a word… Re: How to find the similarity between users in Twitter ? 11 Years Ago by LDaneil … same way to get link similarity and meta-data similarity the total similarity = content similarity + Link similarity + meta-data similarity the total similarity is probabaly a digit… Re: How to find the similarity between users in Twitter ? 11 Years Ago by LDaneil …them haven't any hashtag, instead of directly calculate the similarity between all users, I would like to filter out … users in twitter, so that we could get relative similarity value between any user in Twitter. next step is … understand the concepts. Q3: How exactly to implement a similarity score system, please give me short example to help me… Re: How to find the similarity between users in Twitter ? 11 Years Ago by LDaneil …I don't know what algorithm to use for different similarity measurements, which could make the whole problem fast and…design a good program, which could fast compute the similarity (total similarity) value between users, and filter out those no related… is an edge from a to b (means some similarity) After I get something like above text file, I… How to find the similarity between users in Twitter ? 11 Years Ago by LDaneil … by user) as the two criteria to measure the similarity between two different users. Since the large number of …I have tried to use FT-IDF to calculate the similarity between two different users, but it seems infeasible. can … good idea? or we just directly calculate the relative similarity between A and all other users? what algorithm would … Re: How to find the similarity between users in Twitter ? 11 Years Ago by Adak … to see that, thanks to the sort. To find the similarity with alfa and others with "cows", I'd… 100, but 66 for the next one. What's the similarity score between alfa and bravo? max score possible: 100 * 2… or 200 actual score 100+66 or 166. total similarity: since 100 is perfect, it's 66%, same as the… cosine similarity 13 Years Ago by celiz45 can anyone provide with java code for performing text similarity calculation using cosine similarity. it is a part of my project.. the… can come from same or different data sources, as a similarity vector V12 = <v1,v2,....vn>, in which… vi represents the ith field similarity between r1 and r2.vi = 1 means field similarity between r1 and r2 are … Re: How to find the similarity between users in Twitter ? 11 Years Ago by Adak …hit): so Number of matching tags divided by 50, equals similarity score. A score of 1 is perfect, .500 would …quot;. This would be a quick and PARTIAL report on similarity by comparing matching tags. The binary search I posted …lot more time. This would be the FULL report on similarity by comparing matching hashtags. Making the deeper search for … Re: How to find the similarity between users in Twitter ? 11 Years Ago by Adak …be the most important key you have? If that hashtag similarity association is valid, I'd want to create a string…dog" hashtaggers, etc. If two words match up, the similarity score should increase by 2-3X times what they were…'t worry about that part, for now. Think about the similarity ranking scores. How best to keep the scores "granular… Re: How to find the similarity between users in Twitter ? 11 Years Ago by LDaneil I think this link will make my question much more clear. http://pulkitgoyal.in/2012/03/17/similarity-metrics-twitter/ [Click Here](http://pulkitgoyal.in/2012/03/17/similarity-metrics-twitter/) Re: How to find the similarity between users in Twitter ? 11 Years Ago by Adak …;, but throw out the previous idea of mine to measure similarity - won't work for what you need. New idea is… structs, and array of structs, and every user has a similarity "string" in their struct. A simple example: User… Re: How to find the similarity between users in Twitter ? 11 Years Ago by LDaneil … inside an array. then compute the similarity of each other, before you compute the hashtag similarity, sorted the hashtag by alphabet(search… Re: How to find the similarity between users in Twitter ? 11 Years Ago by LDaneil … database for the hashtag. Using Latent Dirichlet Allocation for tweets similarity. The reference is below, it seems very good and feasible… way to get the similarity. http://www.google.com.sg/url?sa=t&rct… Re: How to find the similarity between users in Twitter ? 11 Years Ago by Adak … with this first part, but I've never studied document similarity. Don't worry if you hear conflicting advice coming from… Re: How to find the similarity between users in Twitter ? 11 Years Ago by Adak That helps! The cosine similarity article looks good. Re: How to find the similarity between users in Twitter ? 11 Years Ago by Adak … least one version of it needs to be - otherwise the similarity grouping goes out the window, as far as speed, because… Re: How to find the similarity between users in Twitter ? 11 Years Ago by LDaneil …, The main issue here is the sorting problem. In fact, similarity algorithm has a lot online, but the main problem is… Computation of cosine similarity over a list of values using python 10 Years Ago by Tiger1 … a list of values. My goal is to compute cosine similarity for each value in the f-list (f=[[3492.6… are from it. Hence the result should be five different similarity scores. However, for some reason, I keep getting 1.0… as the cosine similarity even when I tested the code on other data sets…