00. Intro to Time series

1. Time series basics
2. Datetime basics

01. Numpy

1. Numpy arrays
2. Numpy Indexing and selection
3. Numpy operations
4. Numpy exercises

02. Pandas

1. Series
2. Dataframes
3. Missing data
4. Groupby
5. Operations
6. Data i/p and o/p
7. Exercise

03. Pandas Visualization

1. Pandas builtin data visualization
2. Customizing plots
3. Exercise

04. Time series with Pandas

1. Datetime index
2. Time resampling
3. Blog notes: resampling
4. Time shifting
5. Rolling and expanding
6. Visualizing time series data
7. Exercise 1
8. Exercise 2

05. Time series analysis with statsmodels

1. Intro to statsmodels
2. Blog notes: decomposing time series data
3. ETS Decomposition
4. EWMA
5. Holt winters methods
6. Exrecises

06. General forcasting models