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NLP
Showing all 5 resultsSorted by popularity
- Software Projects
Bank Statement Analysis and Transaction Category Prediction
Bank statement analysis involves summarizing cash inflows and outflows from statements and providing an overview of financial health of individuals. Businesses and NBFCs consider the financial history of borrowers during credit assessments and bank statement analysis tool is being used by various industries for faster processing times, efficiency, and document processing purposes. The objective of this project is to study the cashflows in terms of debits and credits for the retail customers and predict the transaction categories based on mode of transactions and counter parties etc. Various Machine Learning algorithms are used to classify the transaction categories using train data and predict the transaction categories using test data. It also recommends the algorithm that gives the best accuracy score.
SKU: Bank Statement Analysis and Transaction Category Prediction - Software Projects
Recommendation System for eLearning contents
In this project eLearning contents are generated by scraping the websites and then keywords are extracted using Spacy library. Clustering techniques are used to cluster the contents as ‘Low’, ‘Medium’ and ‘High’ complexity. The contents are personalized by matching the contents with user’s profile. Cosine Similarity is used to recommend the websites and keywords based on search keywords as entered by the user. Top 10 search results along with the similarity scores will be displayed to the user when the user wants to search a specific eLearning material from the internet.
SKU: Recommendation System for eLearning contents - Software Projects
Semantic Search Engine Using Generative AI
With the advent of Large Language Model (LLM) like ChatGPT, semantic search has received much attention in recent time. This project takes advantage of LLM to help build semantic search engine which finds wide spread applications across industries. It starts with chunking the documents and creating vector database using Amazon Titan text embedding model. When the user wants to search a specific information from the document(s), it fetches the information that are semantically closer to the user’s query and displays top 3 answers based on similarity score. An User Interface (UI) is developed using Gradio which helps user to interact with search query and receive response from the LLM.
SKU: n/a - Software Projects
Neural Machine Translation
The objective of this project is to convert Hindi sentence to English sentence for non-native speakers using Neural Machine Translation. The dataset is preprocessed by removing punctuations and all duplicate values as well as all quotes, numbers and white spaces that are present in text data. Then English and Hindi vocabulary is prepared by splitting sentences into words. Encoder Decoder architecture is used to build the model wherein decoder is an LSTM model with embedding layer, sequence to sequence layer, attention mechanism and dense layer. The model is appropriately trained with the train data and saved the model weights, which are loaded while inferencing the test data for making the prediction. The predicted English translation will be obtained from decoded sequence function.
SKU: n/a - Software Projects
AI Assistant for Tourists
This project is aimed to develop a virtual assistant chatbot that can help the tourists tell the weather for any city, places around a city and points of interests such as beaches, hotels, restaurants around a city etc. Rasa framework is employed to build the chatbot. The application can be run on local browser. The user can interact with the chatbot using a simple UI built on HTML and CSS.
SKU: n/a
