Professional Certificate in Text Analytics and AI
-- ViewingNowThe Professional Certificate in Text Analytics and AI is a vital course for those interested in leveraging AI to analyze and interpret text data. With the exponential growth of data, the demand for professionals with text analytics skills has skyrocketed, making this course essential for career advancement.
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⢠Introduction to Text Analytics & AI: Definitions, Importance, and Use Cases
⢠Natural Language Processing (NLP): Fundamentals and Techniques
⢠Data Preprocessing for Text Analytics: Cleaning, Normalization, and Tokenization
⢠Text Representation: Bag of Words, TF-IDF, and Word Embeddings
⢠Unsupervised Learning in Text Analytics: Clustering, Topic Modeling, and Dimensionality Reduction
⢠Supervised Learning in Text Analytics: Classification, Sentiment Analysis, and Regression
⢠Deep Learning in Text Analytics: Recurrent Neural Networks (RNNs), Long Short-Term Memory (LSTM), and Transformers
⢠Ethical Considerations in Text Analytics and AI: Bias, Privacy, and Transparency
⢠Evaluation Metrics for Text Analytics: Precision, Recall, F1 Score, and Perplexity
⢠Real-World Applications of Text Analytics and AI: Chatbots, Search Engines, and Fraud Detection
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