Executive Development Programme in Strategic Topic Modeling
-- ViewingNowThe Executive Development Programme in Strategic Topic Modeling is a certificate course designed to equip learners with essential skills in data analysis and strategic decision-making. This program is crucial in today's data-driven world, where businesses rely heavily on data to make informed decisions.
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โข Introduction to Topic Modeling: Understanding the basics of topic modeling, its applications, and benefits. โข Data Preprocessing: Cleaning and preparing data for topic modeling, including text normalization and feature extraction. โข Latent Dirichlet Allocation (LDA): Learning the mathematical foundations, intuition, and implementation of LDA, a popular topic modeling algorithm. โข Non-Negative Matrix Factorization (NMF): Exploring NMF, another widely used topic modeling technique, and its advantages over LDA. โข Evaluation Metrics: Assessing the performance of topic models using various evaluation metrics, like coherence score and exclusivity. โข Dynamic Topic Modeling: Handling time-series data and modeling topics that evolve over time. โข Supervised Topic Modeling: Incorporating supervised learning techniques to improve the interpretability and accuracy of topic models. โข Visualization and Interpretation: Presenting topic modeling results effectively and interpreting them correctly. โข Real-World Applications: Applying topic modeling to practical business cases, such as customer segmentation, trend analysis, and content optimization.
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