Time Series Forecasting
English
Captain-Slow commited on
Commit
80a8ea3
·
verified ·
1 Parent(s): f998334

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +7 -5
README.md CHANGED
@@ -19,11 +19,16 @@ Welcome to this repository of **time series analysis** and **forecasting** Noteb
19
 
20
  ## What’s Inside
21
 
22
- This repository includes the following:
23
 
24
  - **Exploratory Data Analysis (EDA)**
25
  Techniques for visualizing, decomposing, and understanding temporal structures in financial time series.
26
 
 
 
 
 
 
 
27
  - **Classical Forecasting Methods**
28
 
29
  - ARIMA / SARIMA
@@ -40,9 +45,6 @@ This repository includes the following:
40
  - XGBoost
41
  - Long Short Term Memory
42
 
43
- - **Feature Engineering for Time Series**
44
- Lag features, rolling statistics, seasonal indicators, and date-based encodings.
45
-
46
  - **Model Optimization and Evaluation**
47
  Grid-search-cv , Randomized-search-cv, Training with cross-validation, and performance metrics (MAE, RMSE, MAPE).
48
 
@@ -54,7 +56,7 @@ This repository includes the following:
54
 
55
  ## Datasets
56
 
57
- The notebooks primarily work with **financial datasets**, such as:
58
 
59
  - Stock price data.
60
  - Commodity Prices.
 
19
 
20
  ## What’s Inside
21
 
 
22
 
23
  - **Exploratory Data Analysis (EDA)**
24
  Techniques for visualizing, decomposing, and understanding temporal structures in financial time series.
25
 
26
+
27
+
28
+ - **Feature Engineering for Time Series**
29
+ Lag features, rolling statistics, seasonal indicators, and date-based encodings.
30
+
31
+
32
  - **Classical Forecasting Methods**
33
 
34
  - ARIMA / SARIMA
 
45
  - XGBoost
46
  - Long Short Term Memory
47
 
 
 
 
48
  - **Model Optimization and Evaluation**
49
  Grid-search-cv , Randomized-search-cv, Training with cross-validation, and performance metrics (MAE, RMSE, MAPE).
50
 
 
56
 
57
  ## Datasets
58
 
59
+ The notebooks primarily work with the following **financial datasets**:
60
 
61
  - Stock price data.
62
  - Commodity Prices.