Here’s a detailed job description for the text analytics project:
Job Description:

We are looking for a skilled professional with expertise in text analytics and unsupervised learning to help us derive valuable insights from text data. This project involves data cleaning, feature engineering, and the application of unsupervised models to generate meaningful, actionable insights. The ideal candidate should be comfortable working with text datasets and experienced with techniques such as Bag of Words, TF-IDF, LSA, and LDA. Strong visualization skills are also a plus.
Responsibilities:

    Data Preprocessing: Efficiently clean and preprocess text data, removing noise, tokenizing, and normalizing for analysis.
    Feature Engineering: Apply techniques like Bag of Words and TF-IDF to transform text into actionable features.
    Modeling: Develop and implement unsupervised models such as LSA (Latent Semantic Analysis) and LDA (Latent Dirichlet Allocation) to extract insights from text.
    Visualization: Create clear, insightful visualizations to represent findings and model outputs.
    Documentation: Document the preprocessing steps, model choices, and insights derived for reporting and future reference.

Requirements:

    Experience with Text Analytics: Prior experience working with text datasets, including preprocessing, cleaning, and feature engineering.
    Proficiency in Unsupervised Learning: Strong understanding of unsupervised models, including TF-IDF, Bag of Words, LSA, and LDA.
    Data Visualization Skills: Ability to create meaningful visualizations to support insights and findings.
    Technical Skills: Proficiency in Python, including libraries such as scikit learn, NLTK or spa Cy, and visualization libraries like Matplotlib or Seaborn.
    Analytical Mindset: Passion for transforming data into actionable insights and ability to work independently or as part of a team.

If you are passionate about data analytics and have a background in machine learning, we’d love to hear from you!

Let me know if you’d like to adjust any specifics.