Course Title: Flipkart Review Sentiment Analysis & Spam Comments Detection
Course Description:
Welcome to the “Flipkart Review Sentiment Analysis & Spam Comments Detection” course! In this hands-on course, you’ll delve into the fascinating world of natural language processing (NLP) and machine learning by exploring how to analyze sentiment in product reviews on Flipkart, one of India’s leading e-commerce platforms. You’ll learn how to build robust models to classify reviews into positive, negative, or neutral sentiments, as well as detect spam comments, helping businesses gain valuable insights from customer feedback.
What You Will Learn:
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Introduction to Sentiment Analysis:
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Flipkart Review Data Collection:
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Preprocessing and Text Cleaning:
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Dive into text preprocessing techniques to clean and normalize review data.
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Remove noise, handle special characters, and tokenize text for further analysis.
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Feature Extraction and Vectorization:
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Sentiment Analysis Models:
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Evaluation Metrics for Sentiment Analysis:
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Explore evaluation metrics such as accuracy, precision, recall, and F1-score for model performance assessment.
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Understand how to interpret confusion matrices and ROC curves in the context of sentiment analysis.
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Spam Comments Detection:
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Model Deployment and Integration:
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Performance Optimization and Scalability:
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Ethical Considerations and Best Practices:
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Discuss ethical considerations in sentiment analysis, including privacy concerns and bias mitigation.
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Learn best practices for responsible data collection, model development, and deployment.
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Why Enroll:
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Practical Application: Gain hands-on experience by working with real-world Flipkart review data.
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Project-Based Learning: Build end-to-end sentiment analysis and spam detection models from scratch.
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Career Advancement: NLP and sentiment analysis skills are in high demand across various industries, offering opportunities for career growth and specialization.
Embark on this exciting journey into sentiment analysis and spam detection with Flipkart reviews, and gain valuable insights from customer feedback. Enroll now to enhance your NLP skills and become proficient in extracting actionable insights from textual data!