Preprocessing text is an important process used in Natural Language Processing (NLP) and Machine Learning. It involves the process of transforming unstructured text into a format that can be used to be used for analysis or modeling. Through SevenMentor students have access to the most effective tools and libraries that are employed in the world of business to process text. Here are some of the most effective instruments and applications Data Science Course in Pune

1. NLTK (Natural Language Toolkit)

  • NLTK is one of the most popular Python libraries to process text.

  • It provides easy-to-use interfaces for tokenization stemming tags, stop-word removal for lemmatization along with speech part tags.

  • Ideal for people who are still learning, NLTK helps understand the fundamental processes of cleaning the text and analysis of language.

2… spaCy

  • spaCy is a contemporary NLP library that was created to complete tasks that require a high level of performance.

  • It is extensively utilized to mark up, recognize of entities, as well as for dependency parsing and lemmatization.

  • at SevenMentor students use spaCy to carry out real-world NLP projects due to its effectiveness and accuracy.

3… TextBlob

  • TextBlob is a simple way to simplify NLP processes such as sentiment analysis, Noun phrase extraction as well as translation.

  • It’s a tool for users that’s great for speedy prototyping and creating fundamental NLP software.

4… Gensim

  • Gensim is extensively used to model topical issues as well as for spatial modeling in vector spaces.

  • It can help with tasks like embedding text or recognizing document similarities employing algorithms like Word2Vec and Doc2Vec.

5… Scikit-learn

  • Scikit-learn is a tools for text processing, such as vectorizers that TF-IDF count as well as pipelines.

  • It is usually used in machine learning models to assist in the classification of texts and clustering.

6. . Regex (Regular Expressions)

  • Regex is essential to identify patterns and clean from text. Data Science Classes in Pune

  • It helps get rid of unwanted characters, numbers, and other special symbols efficiently when the process of preprocessing.

7… BeautifulSoup

  • Used to scrape websites and extracting text from HTML-based pages.

  • Together with other software it will help create text from the internet for use to perform NLP jobs.

  • The course is offered by SevenMentor Students will learn integrate these technologies into actual NLP workflows, ensuring they’re prepared for work and possess solid capabilities in data processing as well as the ability to analyze texts.

Our Location in Pune

Our training center is easily located, so students from all across Pune including Hinjewadi, Kothrud, Hadapsar and Pimpri-Chinchwad Magarpatta and Magarpatta - are able to enroll in classes. We also offer live online classes for students who want to work from home.