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Data Engineer
4 weeks ago
Job Description: We are seeking a talented and versatile Data Scraping and Natural Language
Processing (NLP) Engineer to join our dynamic team. As a key member, you will be responsible
for designing, developing, and maintaining web scrapers using Scrapy framework for data
extraction from various news websites, as well as implementing advanced NLP algorithms and
models to extract valuable insights from unstructured text data.
You will be required to:
Design, develop, and maintain web scrapers using Scrapy framework for structured data
extraction.
Implement distributed crawling techniques to handle large-scale data extraction efficiently.
Utilize Docker for containerization and deployment of scraping applications.
Integrate SQL Alchemy for database management and storage of scraped data
Implement ML/NLP techniques for extracting entities like article headings, dates, author
names, and article content.
Develop and implement NLP algorithms and models to extract valuable information from
article data.
Deploy code on the server and integrate the extracted data into a MySQL database.
Utilize advanced NLP techniques and machine learning algorithms for tasks such as named
entity recognition (NER), sentiment analysis, topic modelling, etc.
Collaborate with cross-functional teams to understand requirements and refine algorithms.
Evaluate and improve the performance of NLP models through experimentation and
iteration.
Monitor and optimize scraping and NLP processes for performance and reliability.
Stay up-to-date with the latest advancements in web scraping, NLP, and machine learning
research.
Requirements:
Bachelor's degree in Computer Science, Engineering, or related field; Master's degree
preferred.
Relevant work experience of minimum 2-3 years
Proven experience with web scraping using Scrapy framework and natural language
processing (NLP) techniques.
Strong proficiency in Object-Oriented Programming (OOP) principles and Python
programming language.
Experience with distributed crawling techniques and Docker for containerization and
deployment.
Familiarity with SQL Alchemy for database management and MySQL for database
integration.
Experience in implementing ML/NLP techniques for data extraction, sentiment analysis,
named entity recognition (NER), topic modelling, etc.
Excellent problem-solving skills and attention to detail.
Strong communication and collaboration skills with the ability to explain complex technical
concepts.
Ability to work independently and collaboratively in a fast-paced environment.
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