In this video, we are applying a simple neural network (the one we built when we first started learning about neural networks and deep learning) to forecast the high price of gold. Another thing to look forward to is to see whether holidays can give us a good forecast for gold's price.
While editing this video, I realized that perhaps I should add a quarterly seasonality feature. What do you think?
[UPDATE]
I've put the source code and data here: github.com/stephanielees/goldFCN
00:00 Introduction
00:33 Definition of a neural network
06:50 Project outline
08:20 Load libraries and data
11:09 Data preprocessing
12:49 Feature engineering 1
18:18 Exploratory data analysis
23:53 Feature engineering 2
27:17 Data splitting
28:46 Training a neural network
42:02 Prediction
46:09 New model by removing the holiday feature
Lastly, thank you so much for watching and please excuse for my bad English 🙏
#timeseries #forecasting #neuralnetworks #forecast #machinelearning #deeplearning #python #timeseriesanalysis #featureengineering #goldprice