Step 6 - Fill Missing Values

1 About the Project

2 Step 0 - Workflow

3 Step 1 - Import the Modules

4 Importing Modules

5 Step 2 - Load the Dataset

6 Loading the data

7 Step 3 - Filter YAHOO data

8 Filtering YAHOO data

9 Step 4 - Explore YAHOO Data

10 Exploring YAHOO data

11 Step 5 - Clean YAHOO Data

12 Setting the Index for the Data Frame

13 Setting the Frequency to Business Days

14 Getting the Dates of Missing Values

15 Filtering out the Holidays

16 Getting the Modified Data

17 Step 6 - Fill Missing Values

18 Filling the Missing Values

19 Step 7 - Visualize YAHOO Data

20 Visualizing YAHOO Data

21 Step 8 - Split the Data

22 Splitting the Data

23 Step 9 - Feature Scaling

24 Feature Scaling

25 Step 10 - Create the Datasets

26 Creating the Dataset

27 Step 11 - Build the Model

28 Building the Model

29 Step 12 - Evaluate the Model

30 Evaluating the Model Performance

31 Visualizing Loss vs Epochs

32 Visualizing Predictions vs Ground Truths