NLP

This Gemini-powered NewsScraper crawls the search pages of news websites to extract articles related to specific keywords. The Google Gemini model analyzes the page HTML and returns each article’s title, link, summary, and date in JSON format. The script supports multi-page scraping on Sabah.com.tr and Sözcü.com.tr, cleans the data, normalizes dates, and saves the results as a CSV file.

Gemini PDF Company Extractor is a Python tool designed to extract structured company data from multi-column, multi-page business directories in PDF format. It uses pypdf for text extraction and Google Gemini LLM for intelligent parsing. The output is saved as a clean CSV file, including company details and up to 30 branches per firm.

Building knowledge graphs from unstructured text is an issue of great interest that receives little research. In my most recent blog article, I describe how I built a knowledge network in Neo4j using the LangChain framework and OpenAI functions. Along with learning all the subtleties of employing LLMs to build a knowledge graph, you will also learn the necessary procedures to develop a production information extraction pipeline.

In this task, you are required to create an algorithm that takes as input a pdf file corresponding to a research publication and outputs a list of all geographical locations mentioned in the publication. For each geographical location, the algorithm will have to additionally identify the country that the location belongs to, and return a latitude- longitude pair corresponding to the centroid of the respective country.

Republic Day (29 October 1923) Republic Day (Turkish Cumhuriyet Bayramı) is a public holiday in Turkey commemorating the proclamation of the Republic of Turkey, on 29 October 1923. The annual celebrations start at 1:00 pm on 28 October and continue for 35 hours.

Family of linear algebra algorithms for identifying the latent structure in data representAs we have previously shown, machine learning may be used in a variety of ways to automatically classify texts or documents.

Family of linear algebra algorithms for identifying the latent structure in data represented as a non-negative matrix. NMF can be applied for topic modeling, where the input is term-document matrix, typically TF-IDF normalized. Input; Term-Document matrix, number of topics. Output; Two non-negative matrices of the original n words by k topics and those same k topics by the m original documents.Basically, we are going to use linear algebra for topic modeling.

Republic Day (29 October 1923) Republic Day (Turkish Cumhuriyet Bayramı) is a public holiday in Turkey commemorating the proclamation of the Republic of Turkey, on 29 October 1923. The annual celebrations start at 1:00 pm on 28 October and continue for 35 hours.