Python for DataScience

Module 1: DataScience: Introduction to pandas 1
– DataFrames
– Insert
– Delete
– Select

Module 2: DataScience: Introduction to pandas 2
– Merging
– Conditionals

Module 3: DataScience: Introduction to NumPy
– Vectors
– Matrix operations
– Sorting
– Indexing
– Broadcast

Module 4: DataScience: Introduction to sklearn 1
– Preprocess
– Model Select
– Pipeline

Module 5: DataScience: Introduction to sklearn 2
– Feature Selection
– Metrics
– One Hot Encoding

Module 6: Matplotlib visualization / SeaBorn
– 2D plotting
– Histograms
– HeatMap

Module 7: IPython Notebook