Practical Python Data Science Techniques [Video]
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Exploring Your Data
- The Course Overview
- Loading Data into Python
- A New Data Set – Exploratory Analysis
- Getting Data in the Right Shape – Preprocessing and Cleaning
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Dealing with Text
- Tokenization – From Documents to Words
- Stop-Words and Punctuation Removal
- Text Normalization
- Calculating Word Frequencies
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Machine Learning Problems
- Brief Overview of scikit-learn
- Regression Analysis – Predicting a Quantity
- Binary Classification – Predicting a Label (Out of Two)
- Multi-Class Classification - Predicting a Label (Out of Many)
- Cluster Analysis – Grouping Similar Items
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Time Series and Recommender Systems
- Time Series Analysis with Pandas
- Building a Movie Recommendation System