Practical Python Data Science Techniques [Video]

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By Marco Bonzanini

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What do you get with a Packt Subscription?

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
Dealing with Text
- Tokenization – From Documents to Words
- Stop-Words and Punctuation Removal
- Text Normalization
- Calculating Word Frequencies
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
Time Series and Recommender Systems
- Time Series Analysis with Pandas
- Building a Movie Recommendation System