Extracting a particular type of data from unstructured text namely Institutes
The problem you face is solved by specialized text search and text analysis tools. Using phonetic analysis and indexes.
One of the popular text analysis tools is Elasticsearch.
You index your documents and search them, using REST api.
Google also provide such tools for text analysis and indexing.
Also modern RDBMS tools like Oracle and PostgresSQL provide such features.
Good luck.
I need to extract the names of Institutes from the given data. Institues names will look similar ( Anna University, Mashsa Institute of Techology , Banglore School of Engineering, Model Engineering College). It will be a lot of similar data. I want to extract these from text. How can I create a model to extract these names from data(I need to extract from resumes-C.V)
I tried adding new NER in spacy but even after training, the loss doesnt decrease and predictions are wrong. That is why I want to make a new model just for this.