Python for data analysis

• Tools to code in Python (Anaconda, Jupyter)
• Data science ecosystem presentation
• Reminder of the basics of the language

Python and data

• The arrays with Numpy
• Structured data with Pandas
• Read/write data
• Data operations
• Statistics
• Preparation/cleaning data for machine learning

Data visualization with Python

• Building graphics with Matplotlib
• Advanced graphics with Seaborn
• Interactive graphics with Bokeh

Other tools

• Extract web data with BeautifulSoup
• Text analysis, text mining with NLTK

Introduction to the learning machine

• Preparation of data
• Supervised/unsupervised learning with Scikit-Learn
• Deep learning with Tensorflow/Keras

Introduction to big data processing

• Using Spark with pyspark
• Machine learning with spark.ml