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⏱ 2 oras 48 min📚 28 aralin🎧 Audio version
Python Text Analysis: NLP and Sentiment Analysis for Customer Insights
Discover how to extract actionable customer insights from reviews and text feedback using modern Python NLP libraries and sentiment analysis techniques.
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Tungkol sa kursong ito
Every day, customers leave valuable feedback in reviews, surveys, and support tickets, yet much of this unstructured text data goes ignored. This course teaches you how to look beyond the numbers and unlock the powerful stories hidden within written customer feedback.\n\nYou will transition from basic data analysis to text intelligence by learning how to clean, parse, and analyze textual data. Through written explanations and practical Python code examples, you will master the foundational techniques of Natural Language Processing (NLP) to automate sentiment analysis and extract real customer pain points.\n\nWhat you'll learn:\n- Understand the core concepts of Natural Language Processing and text preprocessing pipelines.\n- Clean and prepare raw text data using modern Python libraries for tokenization, lemmatization, and stop-word removal.\n- Perform sentiment analysis to automatically classify customer feedback as positive, negative, or neutral.\n- Extract key phrases and top customer pain points using topic modeling and keyword extraction techniques.\n- Apply modern transformer-based models for high-accuracy text classification.\n- Write clean, structured Python code with type hints to build reusable text-processing workflows.\n\nStarting with foundational terminology, this text-based course guides you step-by-step through text preprocessing, core NLP libraries, and practical sentiment analysis workflows. You will read detailed explanations and study clear code snippets to build your skills progressively.\n\nThis course is designed for data analysts, product managers, and Python beginners who want to expand their skills into text analytics. No prior NLP background is required, though basic familiarity with Python is helpful.\n\nStart reading today to turn raw customer text into clear, actionable business strategies.
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Python Text Analysis: NLP and Sentiment Analysis for Customer Insights