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Time Series in Python
Web Scraping in R
Text Analytics
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NLP 101 + Chatbots
AI for Social Good
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Data Mining
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Course Content
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Topic outline
Fundamentals of Data Mining
Fundamentals of Data Mining
Fundamentals of Data Mining
Basic Vocabulary
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Data Attributes
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Data Attributes (Cont.)
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Basic Data Types
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Datasets for Data Mining
Datasets for Data Mining
Datasets for Data Mining
Transaction Data & Document Data
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Ordered Data & Graph Data
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Data Issues in Data Mining
Data Issues in Data Mining
Data Issues in Data Mining
Data Quality
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Data Noise
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Data Preprocessing & Transformation
Data Preprocessing & Transformation
Data Preprocessing & Transformation
Missing Values and Duplicated Data
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Data Cleaning
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Data Aggregation
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Data Sampling
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Data Sampling Types
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Dimensionality Reduction
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Data Transformation
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Feature Selection
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Evaluation Measures
Evaluation Measures
Evaluation Measures
Similarity and Dissimilarity
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Euclidean Distance & Cosine Similarity
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Evaluating Correlation
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Center and Spread Measurement
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Summary Statistics
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Data Visualization & Exploration
Data Visualization & Exploration
Data Visualization & Exploration
Data Visualization & Exploration
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Histograms & Box Plots
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Scatter Plots & Contour Plots
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