diff --git a/README.md b/README.md
index 82486fa..df6f0bd 100644
--- a/README.md
+++ b/README.md
@@ -2,11 +2,12 @@
## Project Overview
-**Deep learning** is part of a broader family of machine learning methods based on artificial neural networks, which are [inspired](https://en.wikipedia.org/wiki/Deep_learning) by our brain's own network of neurons. Among the popular deep learning paradigms, [Long Short-Term Memory (LSTM)](https://en.wikipedia.org/wiki/Long_short-term_memory) is a specialized architecture that can "memorize" patterns from historical sequences of data and extrapolate such patterns for future events.
+**Deep learning** is part of a broader family of machine learning methods based on artificial neural networks, which are [inspired](https://en.wikipedia.org/wiki/Deep_learning) by our brain's own network of neurons. Among the popular deep learning paradigms, [Long Short-Term Memory (LSTM)](https://en.wikipedia.org/wiki/Long_short-term_memory) is a specialized architecture that can "memorize" patterns from historical sequences of data and extrapolate such patterns for future events.
-Since the financial market is naturally comprised of historical sequences of equity prices, more and more quantitative researchers and finance professionals are using LTSM to model and predict market price movements. In this project, we will go through the end-to-end machine learning workflow of developing an LTSM model to predict stock market prices using PyTorch and Alpha Vantage APIs.
+Since the financial market is naturally comprised of historical sequences of equity prices, more and more quantitative researchers and finance professionals are using LTSM to model and predict market price movements. In this project, we will go through the end-to-end machine learning workflow of developing an LTSM model to predict stock market prices using PyTorch and Alpha Vantage APIs.
+
+The project is grouped into the following sections, which are representative of a typical [machine learning workflow](https://cloud.google.com/ai-platform/docs/ml-solutions-overview):
-The project is grouped into the following sections, which are representative of a typical [machine learning workflow](https://cloud.google.com/ai-platform/docs/ml-solutions-overview):
- Installing Python dependencies
- Data preparation: acquiring financial market data from Alpha Vantage
- Data preparation: normalizing raw data
@@ -16,15 +17,15 @@ The project is grouped into the following sections, which are representative of
- Model evaluation
- Predicting future stock prices
-By the end of this project, you will have a fully functional LSTM model that predicts future stock prices based on historical price movements, all in a single Python file. This tutorial has been written in a way such that all the essential code snippets have been embedded inline. You should be able to develop, train, and test your machine learning model without referring to other external pages or documents.
+By the end of this project, you will have a fully functional LSTM model that predicts future stock prices based on historical price movements, all in a single Python file. This tutorial has been written in a way such that all the essential code snippets have been embedded inline. You should be able to develop, train, and test your machine learning model without referring to other external pages or documents.
Let's get started!
## Installing Python dependencies
-We recommend using **Python 3.6 or higher** for this project. If you do not have Python installed in your local environment, please visit [python.org](https://www.python.org/downloads/) for the latest download instruction.
+We recommend using **Python 3.6 or higher** for this project. If you do not have Python installed in your local environment, please visit [python.org](https://www.python.org/downloads/) for the latest download instruction.
-With Python installed, please go to the Command Line interface of your operating system and use the "pip install" prompts below to install Numpy, PyTorch, Matplotlib, and Alpha Vantage, respectively.
+With Python installed, please go to the Command Line interface of your operating system and use the "pip install" prompts below to install Numpy, PyTorch, Matplotlib, and Alpha Vantage, respectively.
- [NumPy](https://github.com/numpy/numpy) - `pip install numpy`
- [PyTorch](https://github.com/pytorch/pytorch) - `pip install torch`
@@ -34,7 +35,7 @@ With Python installed, please go to the Command Line interface of your operating
Create your Python file and follow along the codes in this tutorial
-Now, create a new Python file named `project.py` and paste the following code into the file:
+Now, create a new Python file named `project.py` and paste the following code into the file:
```python
import numpy as np
@@ -54,9 +55,9 @@ from alpha_vantage.timeseries import TimeSeries
print("All libraries loaded")
```
-If your have succesfully installed all the Python dependencies above, you should see the text "All libraries loaded" after running the project.py file.
+If your have succesfully installed all the Python dependencies above, you should see the text "All libraries loaded" after running the project.py file.
-Now append the following code to the **project.py** file. Don't forget to replace "YOUR_API_KEY" with your actual Alpha Vantage API key, which can be obtained from the [support page](https://www.alphavantage.co/support/#api-key).
+Now append the following code to the **project.py** file. Don't forget to replace "YOUR_API_KEY" with your actual Alpha Vantage API key, which can be obtained from the [support page](https://www.alphavantage.co/support/#api-key).
```python
config = {
@@ -64,7 +65,7 @@ config = {
"key": "YOUR_API_KEY", # Claim your free API key here: https://www.alphavantage.co/support/#api-key
"symbol": "IBM",
"outputsize": "full",
- "key_adjusted_close": "5. adjusted close",
+ "key_close_price": "4. close",
},
"data": {
"window_size": 20,
@@ -95,16 +96,17 @@ config = {
}
```
-Over the course of this project, we will continue adding new code blocks to the **project.py** file. By the time you reach the end of the tutorial, you should have a fully functional LSTM machine learning model to predict stock market price movements, all in a single Python script. Please feel free to compare your **project.py** with the [official copy](https://github.com/jinglescode/time-series-forecasting-pytorch/blob/main/project.py) if you would like to have a "sanity check" anytime during the project.
+Over the course of this project, we will continue adding new code blocks to the **project.py** file. By the time you reach the end of the tutorial, you should have a fully functional LSTM machine learning model to predict stock market price movements, all in a single Python script. Please feel free to compare your **project.py** with the [official copy](https://github.com/jinglescode/time-series-forecasting-pytorch/blob/main/project.py) if you would like to have a "sanity check" anytime during the project.
+
## Data preparation: acquiring financial market data from Alpha Vantage
-In this project, we will train an LSTM model to predict stock price movements. Before we can build the "crystal ball" to predict the future, we need historical stock price data to train our deep learning model. To this end, we will query the Alpha Vantage stock data API via a [popular Python wrapper](https://github.com/RomelTorres/alpha_vantage). For this project, we will obtain over 20 years of daily close prices for IBM from November 1999 to April 29, 2021.
+In this project, we will train an LSTM model to predict stock price movements. Before we can build the "crystal ball" to predict the future, we need historical stock price data to train our deep learning model. To this end, we will query the Alpha Vantage stock data API via a [popular Python wrapper](https://github.com/RomelTorres/alpha_vantage). For this project, we will obtain over 20 years of daily close prices for IBM from November 1999 to April 29, 2021.

-Append the following code block to your **project.py** file. If you re-run the file now, it should generate a graph similar to above thanks to the powerful `matplotlib` library.
+Append the following code block to your **project.py** file. If you re-run the file now, it should generate a graph similar to above thanks to the powerful `matplotlib` library.
View codes
@@ -112,12 +114,12 @@ Append the following code block to your **project.py** file. If you re-run the f
```python
def download_data(config):
ts = TimeSeries(key=config["alpha_vantage"]["key"])
- data, meta_data = ts.get_daily_adjusted(config["alpha_vantage"]["symbol"], outputsize=config["alpha_vantage"]["outputsize"])
+ data, meta_data = ts.get_daily(config["alpha_vantage"]["symbol"], outputsize=config["alpha_vantage"]["outputsize"])
data_date = [date for date in data.keys()]
data_date.reverse()
- data_close_price = [float(data[date][config["alpha_vantage"]["key_adjusted_close"]]) for date in data.keys()]
+ data_close_price = [float(data[date][config["alpha_vantage"]["key_close_price"]]) for date in data.keys()]
data_close_price.reverse()
data_close_price = np.array(data_close_price)
@@ -138,22 +140,23 @@ xticks = [data_date[i] if ((i%config["plots"]["xticks_interval"]==0 and (num_dat
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
plt.title("Daily close price for " + config["alpha_vantage"]["symbol"] + ", " + display_date_range)
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid( which='major', axis='y', linestyle='--')
plt.show()
```
+
-Please note that we are using the **adjusted close** field of Alpha Vantage's [daily adjusted API](https://www.alphavantage.co/documentation/#dailyadj) to remove any artificial price turbulences due to stock splits and dividend payout events. It is generally considered an [industry best practice](http://www.crsp.org/products/documentation/crsp-calculations) to use split/dividend-adjusted prices instead of raw prices to model stock price movements.
+Please note that we are using the **adjusted close** field of Alpha Vantage's [daily adjusted API](https://www.alphavantage.co/documentation/#dailyadj) to remove any artificial price turbulences due to stock splits and dividend payout events. It is generally considered an [industry best practice](http://www.crsp.org/products/documentation/crsp-calculations) to use split/dividend-adjusted prices instead of raw prices to model stock price movements.
## Data preparation: normalizing raw data
-Machine learning algorithms (such as our LSTM algorithm) that use [gradient descent](https://en.wikipedia.org/wiki/Gradient_descent) as the optimization technique require data to be scaled. This is due to the fact that the feature values in the model will affect the step size of the gradient descent, potentially skewing the LSTM model in unexpected ways.
+Machine learning algorithms (such as our LSTM algorithm) that use [gradient descent](https://en.wikipedia.org/wiki/Gradient_descent) as the optimization technique require data to be scaled. This is due to the fact that the feature values in the model will affect the step size of the gradient descent, potentially skewing the LSTM model in unexpected ways.
This is where **data normalization** comes in. Normalization can increase the accuracy of your model and help the gradient descent algorithm converge more quickly towards the target minima. By bringing the input data on the same scale and reducing its variance, none of the weights in the artificial neural network will be wasted on normalizing tasks, which means the LSTM model can more efficiently learn from the data and store patterns in the network. Furthermore, LSTMs are intrinsically sensitive to the scale of the input data. For the above reasons, it is crucial to normalize the data.
-Since stock prices can range from tens to hundreds and thousands - $40 to $160 in the case of IBM - we will perform normalization on the stock prices to standardize the range of these values before feeding the data to the LSTM model. The following code snippet rescales the data to have a mean of 0 and the standard deviation is 1.
+Since stock prices can range from tens to hundreds and thousands - $40 to $160 in the case of IBM - we will perform normalization on the stock prices to standardize the range of these values before feeding the data to the LSTM model. The following code snippet rescales the data to have a mean of 0 and the standard deviation is 1.
-Append the following code block to your **project.py** file.
+Append the following code block to your **project.py** file.
View codes
@@ -177,13 +180,15 @@ class Normalizer():
scaler = Normalizer()
normalized_data_close_price = scaler.fit_transform(data_close_price)
```
+
## Data preparation: generating training and validation datasets
-[Supervised machine learning](https://en.wikipedia.org/wiki/Supervised_learning) methods such as LSTM learns the mapping function from input variables (`X`) to the output variable (`Y`). Learning from the training dataset can be thought of as a teacher supervising the learning process, where the teacher knows all the right answers.
+[Supervised machine learning](https://en.wikipedia.org/wiki/Supervised_learning) methods such as LSTM learns the mapping function from input variables (`X`) to the output variable (`Y`). Learning from the training dataset can be thought of as a teacher supervising the learning process, where the teacher knows all the right answers.
+
+In this project, we will train the model to predict the 21``st`` day price based on the past 20 days' close prices. The number of days, `20`, was selected based on a few reasons:
-In this project, we will train the model to predict the 21st day price based on the past 20 days' close prices. The number of days, `20`, was selected based on a few reasons:
- When LSTM models are used in natural language processing, the number of words in a sentence typically ranges from 15 to 20 words
- Gradient descent considerations: attempting to back-propagate across very long input sequences may result in vanishing gradients
- Longer sequences tend to have much longer training times
@@ -194,7 +199,7 @@ We also split the dataset into two parts, for training and validation. We split

-Append the following code block to your **project.py** file. If you re-run the file now, it should generate a graph similar to above, where the training data is colored in green and validation data is colored in blue.
+Append the following code block to your **project.py** file. If you re-run the file now, it should generate a graph similar to above, where the training data is colored in green and validation data is colored in blue.
View codes
@@ -247,15 +252,16 @@ xticks = [data_date[i] if ((i%config["plots"]["xticks_interval"]==0 and (num_dat
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
plt.title("Daily close prices for " + config["alpha_vantage"]["symbol"] + " - showing training and validation data")
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid( which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
```
+
-We will train our models using the [PyTorch](https://pytorch.org/) framework, a machine learning library written in Python. At the heart of PyTorch's data loading utility is the [`DataLoader`](https://pytorch.org/docs/stable/data.html) class, an efficient data generation scheme that leverages the full potential of your computer's Graphics Processing Unit (GPU) during the training process where applicable. `DataLoader` requires the [`Dataset`](https://pytorch.org/docs/stable/data.html#torch.utils.data.Dataset) object to define the loaded data. `Dataset` is a map-style dataset that implements the `__getitem__()` and `__len__()` protocols, and represents a map from indices to data samples.
+We will train our models using the [PyTorch](https://pytorch.org/) framework, a machine learning library written in Python. At the heart of PyTorch's data loading utility is the [`DataLoader`](https://pytorch.org/docs/stable/data.html) class, an efficient data generation scheme that leverages the full potential of your computer's Graphics Processing Unit (GPU) during the training process where applicable. `DataLoader` requires the [`Dataset`](https://pytorch.org/docs/stable/data.html#torch.utils.data.Dataset) object to define the loaded data. `Dataset` is a map-style dataset that implements the `__getitem__()` and `__len__()` protocols, and represents a map from indices to data samples.
-Append the following code block to your **project.py** file.
+Append the following code block to your **project.py** file.
View codes
@@ -266,7 +272,7 @@ class TimeSeriesDataset(Dataset):
x = np.expand_dims(x, 2) # in our case, we have only 1 feature, so we need to convert `x` into [batch, sequence, features] for LSTM
self.x = x.astype(np.float32)
self.y = y.astype(np.float32)
-
+
def __len__(self):
return len(self.x)
@@ -282,24 +288,26 @@ print("Validation data shape", dataset_val.x.shape, dataset_val.y.shape)
train_dataloader = DataLoader(dataset_train, batch_size=config["training"]["batch_size"], shuffle=True)
val_dataloader = DataLoader(dataset_val, batch_size=config["training"]["batch_size"], shuffle=True)
```
+
## Defining the LSTM model
-With the training and evaluation data now fully normalized and prepared, we are ready to build our LSTM model!
+With the training and evaluation data now fully normalized and prepared, we are ready to build our LSTM model!
-As mentioned before, LSTM is a specialized artificial neural network architecture that can "memorize" patterns from historical sequences of data and extrapolate such patterns for future events. Specifically, it belongs to a group of artificial neural networks called [Recurring Neural Networks (RNNs)](https://en.wikipedia.org/wiki/Recurrent_neural_network).
+As mentioned before, LSTM is a specialized artificial neural network architecture that can "memorize" patterns from historical sequences of data and extrapolate such patterns for future events. Specifically, it belongs to a group of artificial neural networks called [Recurring Neural Networks (RNNs)](https://en.wikipedia.org/wiki/Recurrent_neural_network).
-LSTM is a popular artificial neural network because it manages to overcome many technical limitations of RNNs. For example, RNNs fail to learn when the data sequence is greater than 5 to 10 due to the [vanishing gradients problem](https://en.wikipedia.org/wiki/Vanishing_gradient_problem), where the gradients are vanishingly small, effectively preventing the model from learning. LSTMs can learn long sequences of data by enforcing constant error flow through self-connected hidden layers, which contain memory cells and corresponding gate units. If you are interested in learning more about the inner workings of LSTM and RNNs, [this](https://colah.github.io/posts/2015-08-Understanding-LSTMs/) is an excellent explainer for your reference.
+LSTM is a popular artificial neural network because it manages to overcome many technical limitations of RNNs. For example, RNNs fail to learn when the data sequence is greater than 5 to 10 due to the [vanishing gradients problem](https://en.wikipedia.org/wiki/Vanishing_gradient_problem), where the gradients are vanishingly small, effectively preventing the model from learning. LSTMs can learn long sequences of data by enforcing constant error flow through self-connected hidden layers, which contain memory cells and corresponding gate units. If you are interested in learning more about the inner workings of LSTM and RNNs, [this](https://colah.github.io/posts/2015-08-Understanding-LSTMs/) is an excellent explainer for your reference.
Our artificial neural network will have three main layers, with each layer designed with a specific logical purpose:
+
- linear layer 1 (`linear_1`): to map input values into a high dimensional feature space, transforming the features for the LSTM layer
- LSTM (`lstm`): to learn the data in sequence
- linear layer 2 (`linear_2`): to produce the predicted value based on LSTM's output
-We added [Dropout](https://pytorch.org/docs/stable/generated/torch.nn.Dropout.html), where randomly selected neurons are ignored during training; therefore regularizing the network to prevent [overfitting](https://en.wikipedia.org/wiki/Overfitting) and improving overall model performance. As an optional step, we also initialize the LSTM's model weights, as some researchers have observed that it could help the model learn better.
+We added [Dropout](https://pytorch.org/docs/stable/generated/torch.nn.Dropout.html), where randomly selected neurons are ignored during training; therefore regularizing the network to prevent [overfitting](https://en.wikipedia.org/wiki/Overfitting) and improving overall model performance. As an optional step, we also initialize the LSTM's model weights, as some researchers have observed that it could help the model learn better.
-Append the following code block to your **project.py** file.
+Append the following code block to your **project.py** file.
View codes
@@ -315,7 +323,7 @@ class LSTMModel(nn.Module):
self.lstm = nn.LSTM(hidden_layer_size, hidden_size=self.hidden_layer_size, num_layers=num_layers, batch_first=True)
self.dropout = nn.Dropout(dropout)
self.linear_2 = nn.Linear(num_layers*hidden_layer_size, output_size)
-
+
self.init_weights()
def init_weights(self):
@@ -333,29 +341,30 @@ class LSTMModel(nn.Module):
# layer 1
x = self.linear_1(x)
x = self.relu(x)
-
+
# LSTM layer
lstm_out, (h_n, c_n) = self.lstm(x)
# reshape output from hidden cell into [batch, features] for `linear_2`
x = h_n.permute(1, 0, 2).reshape(batchsize, -1)
-
+
# layer 2
x = self.dropout(x)
predictions = self.linear_2(x)
return predictions[:,-1]
```
+
## Model training
-The LSTM model learns by iteratively making predictions given the training data `X`. We use [mean squared error](https://en.wikipedia.org/wiki/Mean_squared_error) as the cost function, which measures the difference between the predicted values and the actual values. When the model is making bad predictions, the error value returned by the cost function will be relatively high. The model will fine-tune its weights through [backpropagation](https://en.wikipedia.org/wiki/Backpropagation), improving its ability to make better predictions. Learning stops when the algorithm achieves an acceptable level of performance, where the cost function on the validation dataset is no longer showing incremental improvements.
+The LSTM model learns by iteratively making predictions given the training data `X`. We use [mean squared error](https://en.wikipedia.org/wiki/Mean_squared_error) as the cost function, which measures the difference between the predicted values and the actual values. When the model is making bad predictions, the error value returned by the cost function will be relatively high. The model will fine-tune its weights through [backpropagation](https://en.wikipedia.org/wiki/Backpropagation), improving its ability to make better predictions. Learning stops when the algorithm achieves an acceptable level of performance, where the cost function on the validation dataset is no longer showing incremental improvements.
-We use the [Adam optimizer](https://pytorch.org/docs/master/generated/torch.optim.Adam.html) that updates the model's parameters based on the learning rate through its `step()` method. This is how the model learns and fine-tunes its predictions. The learning rate controls how quickly the model converges. A learning rate that is too large can cause the model to converge too quickly to a suboptimal solution, whereas smaller learning rates require more training iterations and may result in prolonged duration for the model to find the optimal solution. We also use the [StepLR scheduler](https://pytorch.org/docs/master/generated/torch.optim.lr_scheduler.StepLR.html) to reduce the learning rate during the training process. You may also try the [ReduceLROnPlateau](https://pytorch.org/docs/master/generated/torch.optim.lr_scheduler.ReduceLROnPlateau.html) scheduler, which reduces the learning rate when a cost function has stopped improving for a "`patience`" number of epochs. Choosing the proper learning rate for your project is both art and science, and is a heavily researched topic in the machine learning community.
+We use the [Adam optimizer](https://pytorch.org/docs/master/generated/torch.optim.Adam.html) that updates the model's parameters based on the learning rate through its `step()` method. This is how the model learns and fine-tunes its predictions. The learning rate controls how quickly the model converges. A learning rate that is too large can cause the model to converge too quickly to a suboptimal solution, whereas smaller learning rates require more training iterations and may result in prolonged duration for the model to find the optimal solution. We also use the [StepLR scheduler](https://pytorch.org/docs/master/generated/torch.optim.lr_scheduler.StepLR.html) to reduce the learning rate during the training process. You may also try the [ReduceLROnPlateau](https://pytorch.org/docs/master/generated/torch.optim.lr_scheduler.ReduceLROnPlateau.html) scheduler, which reduces the learning rate when a cost function has stopped improving for a "`patience`" number of epochs. Choosing the proper learning rate for your project is both art and science, and is a heavily researched topic in the machine learning community.
Using *mean squared error* as the loss function to optimize our model, we calculate the loss on training and validation based on how well the model is doing in these two sets. After every epoch, a smaller *loss* value indicates that the model is learning, and 0.0 means that no mistakes were made. From the console's logs, `loss train` gives an idea of how well the model is learning, while `loss test` shows how well the model generalizes the validation dataset. A well-trained model is identified by a training and validation loss that decreases to the point of stability with relatively small differences between the two final loss values (at this stage, we say the model has "converged"). Generally, the loss of the model will be lower on the training than on the validation dataset.
-Append the following code block to your **project.py** file and re-run the file to start the model training process.
+Append the following code block to your **project.py** file and re-run the file to start the model training process.
View codes
@@ -405,7 +414,7 @@ for epoch in range(config["training"]["num_epoch"]):
loss_train, lr_train = run_epoch(train_dataloader, is_training=True)
loss_val, lr_val = run_epoch(val_dataloader)
scheduler.step()
-
+
print('Epoch[{}/{}] | loss train:{:.6f}, test:{:.6f} | lr:{:.6f}'
.format(epoch+1, config["training"]["num_epoch"], loss_train, loss_val, lr_train))
```
@@ -514,15 +523,16 @@ Epoch[98/100] | loss train:0.006267, test:0.000974 | lr:0.000100
Epoch[99/100] | loss train:0.006168, test:0.000985 | lr:0.000100
Epoch[100/100] | loss train:0.006102, test:0.000972 | lr:0.000100
```
+
## Model evaluation
-To visually inspect our model's performance, we will use the newly trained model to make predictions on the training and validation datasets we've created earlier in this project. If we see that the model can predict values that closely mirror the *training* dataset, it shows that the model managed to memorize the data. And if the model can predict values that resemble the *validation* dataset, it has managed to learn the patterns in our sequential data and generalize the patterns to unseen data points.
+To visually inspect our model's performance, we will use the newly trained model to make predictions on the training and validation datasets we've created earlier in this project. If we see that the model can predict values that closely mirror the *training* dataset, it shows that the model managed to memorize the data. And if the model can predict values that resemble the *validation* dataset, it has managed to learn the patterns in our sequential data and generalize the patterns to unseen data points.

-Append the following code block to your **project.py** file. Re-running the file should generate a graph similar to the figure above.
+Append the following code block to your **project.py** file. Re-running the file should generate a graph similar to the figure above.
View codes
@@ -577,19 +587,20 @@ plt.title("Compare predicted prices to actual prices")
xticks = [data_date[i] if ((i%config["plots"]["xticks_interval"]==0 and (num_data_points-i) > config["plots"]["xticks_interval"]) or i==num_data_points-1) else None for i in range(num_data_points)] # make x ticks nice
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid( which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
```
+
-From our results, we can see that the model has managed to learn and predict on both training (green) and validation (blue) datasets very well, as the `Predicted prices` lines significantly overlap with the `Actual prices` values.
+From our results, we can see that the model has managed to learn and predict on both training (green) and validation (blue) datasets very well, as the `Predicted prices` lines significantly overlap with the `Actual prices` values.
Let's zoom into the chart and look closely at the blue `Predicted price (validation)` segment by comparing it against its actual prices values.

-Append the following code block to your **project.py** file and re-run the script.
+Append the following code block to your **project.py** file and re-run the script.
View codes
@@ -611,19 +622,20 @@ plt.title("Zoom in to examine predicted price on validation data portion")
xticks = [to_plot_data_date[i] if ((i%int(config["plots"]["xticks_interval"]/5)==0 and (len(to_plot_data_date)-i) > config["plots"]["xticks_interval"]/6) or i==len(to_plot_data_date)-1) else None for i in range(len(to_plot_data_date))] # make x ticks nice
xs = np.arange(0,len(xticks))
plt.xticks(xs, xticks, rotation='vertical')
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid( which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
```
+
-What a beautiful graph! You can see that the predicted prices (blue) significantly overlap with the actual prices (black) of IBM.
+What a beautiful graph! You can see that the predicted prices (blue) significantly overlap with the actual prices (black) of IBM.
-It is also worth noting that model training & evaluation is an iterative process. Please feel free to go back to the "model training" step to fine-tune the model and re-evaluate the model to see if there is a further performance boost.
+It is also worth noting that model training & evaluation is an iterative process. Please feel free to go back to the "model training" step to fine-tune the model and re-evaluate the model to see if there is a further performance boost.
## Predicting future stock prices
-By now, we have trained an LSTM model that can (fairly accurately) predict the next day's price based on the past 20 days' close prices. This means we now have a crystal ball in hand! Let's supply the past 20 days' close prices to the model and see what it predicts for the next trading day (i.e., the future!). Append the following code to your **project.py** file and re-run the script one last time.
+By now, we have trained an LSTM model that can (fairly accurately) predict the next day's price based on the past 20 days' close prices. This means we now have a crystal ball in hand! Let's supply the past 20 days' close prices to the model and see what it predicts for the next trading day (i.e., the future!). Append the following code to your **project.py** file and re-run the script one last time.

@@ -666,21 +678,22 @@ plt.plot(plot_date_test, to_plot_data_y_val, label="Actual prices", marker=".",
plt.plot(plot_date_test, to_plot_data_y_val_pred, label="Past predicted prices", marker=".", markersize=10, color=config["plots"]["color_pred_val"])
plt.plot(plot_date_test, to_plot_data_y_test_pred, label="Predicted price for next day", marker=".", markersize=20, color=config["plots"]["color_pred_test"])
plt.title("Predicted close price of the next trading day")
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid( which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
print("Predicted close price of the next trading day:", round(to_plot_data_y_test_pred[plot_range-1], 2))
```
+
-The red dot in the graph is what our model predicts for IBM's close price on the next trading day. Is the prediction good enough? How about other stocks such as TSLA, APPL, or the hugely popular Gamestop stock (GME)? What about other asset classes such as [forex](https://www.alphavantage.co/documentation/#fx) or [cryptocurrencies](https://www.alphavantage.co/documentation/#digital-currency)? Beyond the close prices, are there any other external data we can feed to the LSTM model to make it even more robust - for example, one of the [50+ technical indicators](https://www.alphavantage.co/documentation/#technical-indicators) from the Alpha Vantage APIs?
+The red dot in the graph is what our model predicts for IBM's close price on the next trading day. Is the prediction good enough? How about other stocks such as TSLA, APPL, or the hugely popular Gamestop stock (GME)? What about other asset classes such as [forex](https://www.alphavantage.co/documentation/#fx) or [cryptocurrencies](https://www.alphavantage.co/documentation/#digital-currency)? Beyond the close prices, are there any other external data we can feed to the LSTM model to make it even more robust - for example, one of the [50+ technical indicators](https://www.alphavantage.co/documentation/#technical-indicators) from the Alpha Vantage APIs?
-We will now pass the baton to you, our fearless reader!
+We will now pass the baton to you, our fearless reader!
-**Disclaimer**: This content is for educational purposes only and is NOT investment advice.
+**Disclaimer**: This content is for educational purposes only and is NOT investment advice.
-## For Jupyter Notebook Users:
+## For Jupyter Notebook Users:
### Running the codes on Google Colab
@@ -689,11 +702,13 @@ Colab is a free hosted Jupyter notebook with access to GPU, you can examine and
### Running the codes on your local Jupyter Notebook
Download the files with:
+
```
git clone https://github.com/jinglescode/time-series-forecasting-pytorch.git
```
Then, you can install all the packages used in this project with:
+
```
pip install -r requirements.txt
```
diff --git a/demo-predicting-stock-prices.ipynb b/demo-predicting-stock-prices.ipynb
index 3b5d05d..f8f9958 100644
--- a/demo-predicting-stock-prices.ipynb
+++ b/demo-predicting-stock-prices.ipynb
@@ -1,28 +1,10 @@
{
- "nbformat": 4,
- "nbformat_minor": 0,
- "metadata": {
- "accelerator": "GPU",
- "colab": {
- "name": "Demo - Predicting Stock Prices with LSTM",
- "provenance": [],
- "toc_visible": true,
- "include_colab_link": true
- },
- "kernelspec": {
- "display_name": "Python 3",
- "name": "python3"
- },
- "language_info": {
- "name": "python"
- }
- },
"cells": [
{
"cell_type": "markdown",
"metadata": {
- "id": "view-in-github",
- "colab_type": "text"
+ "colab_type": "text",
+ "id": "view-in-github"
},
"source": [
""
@@ -41,6 +23,7 @@
},
{
"cell_type": "code",
+ "execution_count": 1,
"metadata": {
"cellView": "form",
"colab": {
@@ -49,6 +32,18 @@
"id": "z68p_q4eISQP",
"outputId": "02988281-22ac-409c-a1e9-dc5caa30fd84"
},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[K |████████████████████████████████| 1.3MB 16.0MB/s \n",
+ "\u001b[K |████████████████████████████████| 296kB 50.6MB/s \n",
+ "\u001b[K |████████████████████████████████| 143kB 48.5MB/s \n",
+ "\u001b[?25hAll libraries loaded\n"
+ ]
+ }
+ ],
"source": [
"#@title Load Python libraries\n",
"\n",
@@ -73,33 +68,22 @@
"from alpha_vantage.timeseries import TimeSeries \n",
"\n",
"print(\"All libraries loaded\")"
- ],
- "execution_count": 1,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "\u001b[K |████████████████████████████████| 1.3MB 16.0MB/s \n",
- "\u001b[K |████████████████████████████████| 296kB 50.6MB/s \n",
- "\u001b[K |████████████████████████████████| 143kB 48.5MB/s \n",
- "\u001b[?25hAll libraries loaded\n"
- ],
- "name": "stdout"
- }
]
},
{
"cell_type": "code",
+ "execution_count": 2,
"metadata": {
"id": "FUcYIRwMIVPV"
},
+ "outputs": [],
"source": [
"config = {\n",
" \"alpha_vantage\": {\n",
" \"key\": \"YOUR_API_KEY\", # Claim your free API key here: https://www.alphavantage.co/support/#api-key\n",
" \"symbol\": \"IBM\",\n",
" \"outputsize\": \"full\",\n",
- " \"key_adjusted_close\": \"5. adjusted close\",\n",
+ " \"key_close_price\": \"4. close\",\n",
" },\n",
" \"data\": {\n",
" \"window_size\": 20,\n",
@@ -129,9 +113,7 @@
" \"scheduler_step_size\": 40,\n",
" }\n",
"}"
- ],
- "execution_count": 2,
- "outputs": []
+ ]
},
{
"cell_type": "markdown",
@@ -144,6 +126,7 @@
},
{
"cell_type": "code",
+ "execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -152,17 +135,38 @@
"id": "j7bWYyArIVRq",
"outputId": "a81bb1d4-5726-4ef6-d8f8-c0ed85d56d49"
},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Number data points: 5417 from 1999-11-01 to 2021-05-12\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"def download_data(config, plot=False):\n",
" # get the data from alpha vantage\n",
"\n",
" ts = TimeSeries(key=config[\"alpha_vantage\"][\"key\"])\n",
- " data, meta_data = ts.get_daily_adjusted(config[\"alpha_vantage\"][\"symbol\"], outputsize=config[\"alpha_vantage\"][\"outputsize\"])\n",
+ " data, meta_data = ts.get_daily(config[\"alpha_vantage\"][\"symbol\"], outputsize=config[\"alpha_vantage\"][\"outputsize\"])\n",
"\n",
" data_date = [date for date in data.keys()]\n",
" data_date.reverse()\n",
"\n",
- " data_close_price = [float(data[date][config[\"alpha_vantage\"][\"key_adjusted_close\"]]) for date in data.keys()]\n",
+ " data_close_price = [float(data[date][config[\"alpha_vantage\"][\"key_close_price\"]]) for date in data.keys()]\n",
" data_close_price.reverse()\n",
" data_close_price = np.array(data_close_price)\n",
"\n",
@@ -178,34 +182,12 @@
" x = np.arange(0,len(xticks))\n",
" plt.xticks(x, xticks, rotation='vertical')\n",
" plt.title(\"Daily close price for \" + config[\"alpha_vantage\"][\"symbol\"] + \", \" + display_date_range)\n",
- " plt.grid(b=None, which='major', axis='y', linestyle='--')\n",
+ " plt.grid(which='major', axis='y', linestyle='--')\n",
" plt.show()\n",
"\n",
" return data_date, data_close_price, num_data_points, display_date_range\n",
"\n",
"data_date, data_close_price, num_data_points, display_date_range = download_data(config, plot=config[\"plots\"][\"show_plots\"])"
- ],
- "execution_count": 3,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "Number data points: 5417 from 1999-11-01 to 2021-05-12\n"
- ],
- "name": "stdout"
- },
- {
- "output_type": "display_data",
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "tags": []
- }
- }
]
},
{
@@ -219,9 +201,11 @@
},
{
"cell_type": "code",
+ "execution_count": 4,
"metadata": {
"id": "KHo7IsI9ZknK"
},
+ "outputs": [],
"source": [
"class Normalizer():\n",
" def __init__(self):\n",
@@ -240,9 +224,7 @@
"# normalize\n",
"scaler = Normalizer()\n",
"normalized_data_close_price = scaler.fit_transform(data_close_price)"
- ],
- "execution_count": 4,
- "outputs": []
+ ]
},
{
"cell_type": "markdown",
@@ -255,6 +237,7 @@
},
{
"cell_type": "code",
+ "execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -263,6 +246,20 @@
"id": "5cinhNa4JRHu",
"outputId": "a82dfa8c-a7f8-4a29-ba4b-1559a0eff365"
},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"def prepare_data_x(x, window_size):\n",
" # perform windowing\n",
@@ -312,32 +309,18 @@
" x = np.arange(0,len(xticks))\n",
" plt.xticks(x, xticks, rotation='vertical')\n",
" plt.title(\"Daily close prices for \" + config[\"alpha_vantage\"][\"symbol\"] + \" - showing training and validation data\")\n",
- " plt.grid(b=None, which='major', axis='y', linestyle='--')\n",
+ " plt.grid(which='major', axis='y', linestyle='--')\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
" return split_index, data_x_train, data_y_train, data_x_val, data_y_val, data_x_unseen\n",
"\n",
"split_index, data_x_train, data_y_train, data_x_val, data_y_val, data_x_unseen = prepare_data(normalized_data_close_price, config, plot=config[\"plots\"][\"show_plots\"])"
- ],
- "execution_count": 5,
- "outputs": [
- {
- "output_type": "display_data",
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "tags": []
- }
- }
]
},
{
"cell_type": "code",
+ "execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -345,6 +328,16 @@
"id": "begE6wtnJRL9",
"outputId": "8d283242-0cb3-4de3-c378-667e050cb5a9"
},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train data shape (4317, 20, 1) (4317,)\n",
+ "Validation data shape (1080, 20, 1) (1080,)\n"
+ ]
+ }
+ ],
"source": [
"class TimeSeriesDataset(Dataset):\n",
" def __init__(self, x, y):\n",
@@ -363,17 +356,6 @@
"\n",
"print(\"Train data shape\", dataset_train.x.shape, dataset_train.y.shape)\n",
"print(\"Validation data shape\", dataset_val.x.shape, dataset_val.y.shape)"
- ],
- "execution_count": 6,
- "outputs": [
- {
- "output_type": "stream",
- "text": [
- "Train data shape (4317, 20, 1) (4317,)\n",
- "Validation data shape (1080, 20, 1) (1080,)\n"
- ],
- "name": "stdout"
- }
]
},
{
@@ -387,9 +369,11 @@
},
{
"cell_type": "code",
+ "execution_count": 7,
"metadata": {
"id": "6ynCp-tnJROi"
},
+ "outputs": [],
"source": [
"class LSTMModel(nn.Module):\n",
" def __init__(self, input_size=1, hidden_layer_size=32, num_layers=2, output_size=1, dropout=0.2):\n",
@@ -433,9 +417,7 @@
"\n",
"model = LSTMModel(input_size=config[\"model\"][\"input_size\"], hidden_layer_size=config[\"model\"][\"lstm_size\"], num_layers=config[\"model\"][\"num_lstm_layers\"], output_size=1, dropout=config[\"model\"][\"dropout\"])\n",
"model = model.to(config[\"training\"][\"device\"])"
- ],
- "execution_count": 7,
- "outputs": []
+ ]
},
{
"cell_type": "markdown",
@@ -448,6 +430,7 @@
},
{
"cell_type": "code",
+ "execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -455,58 +438,9 @@
"id": "pv-3a2LZJhN9",
"outputId": "11a24af6-48ef-46cc-935d-d1e093177fd9"
},
- "source": [
- "def run_epoch(dataloader, is_training=False):\n",
- " epoch_loss = 0\n",
- "\n",
- " if is_training:\n",
- " model.train()\n",
- " else:\n",
- " model.eval()\n",
- "\n",
- " for idx, (x, y) in enumerate(dataloader):\n",
- " if is_training:\n",
- " optimizer.zero_grad()\n",
- "\n",
- " batchsize = x.shape[0]\n",
- "\n",
- " x = x.to(config[\"training\"][\"device\"])\n",
- " y = y.to(config[\"training\"][\"device\"])\n",
- "\n",
- " out = model(x)\n",
- " loss = criterion(out.contiguous(), y.contiguous())\n",
- "\n",
- " if is_training:\n",
- " loss.backward()\n",
- " optimizer.step()\n",
- "\n",
- " epoch_loss += (loss.detach().item() / batchsize)\n",
- "\n",
- " lr = scheduler.get_last_lr()[0]\n",
- "\n",
- " return epoch_loss, lr\n",
- "\n",
- "# create `DataLoader`\n",
- "train_dataloader = DataLoader(dataset_train, batch_size=config[\"training\"][\"batch_size\"], shuffle=True)\n",
- "val_dataloader = DataLoader(dataset_val, batch_size=config[\"training\"][\"batch_size\"], shuffle=True)\n",
- "\n",
- "# define optimizer, scheduler and loss function\n",
- "criterion = nn.MSELoss()\n",
- "optimizer = optim.Adam(model.parameters(), lr=config[\"training\"][\"learning_rate\"], betas=(0.9, 0.98), eps=1e-9)\n",
- "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=config[\"training\"][\"scheduler_step_size\"], gamma=0.1)\n",
- "\n",
- "# begin training\n",
- "for epoch in range(config[\"training\"][\"num_epoch\"]):\n",
- " loss_train, lr_train = run_epoch(train_dataloader, is_training=True)\n",
- " loss_val, lr_val = run_epoch(val_dataloader)\n",
- " scheduler.step()\n",
- " \n",
- " print('Epoch[{}/{}] | loss train:{:.6f}, test:{:.6f} | lr:{:.6f}'\n",
- " .format(epoch+1, config[\"training\"][\"num_epoch\"], loss_train, loss_val, lr_train))\n"
- ],
- "execution_count": 8,
"outputs": [
{
+ "name": "stdout",
"output_type": "stream",
"text": [
"Epoch[1/100] | loss train:0.050537, test:0.001879 | lr:0.010000\n",
@@ -609,9 +543,57 @@
"Epoch[98/100] | loss train:0.005759, test:0.001009 | lr:0.000100\n",
"Epoch[99/100] | loss train:0.006036, test:0.000997 | lr:0.000100\n",
"Epoch[100/100] | loss train:0.006116, test:0.000991 | lr:0.000100\n"
- ],
- "name": "stdout"
+ ]
}
+ ],
+ "source": [
+ "def run_epoch(dataloader, is_training=False):\n",
+ " epoch_loss = 0\n",
+ "\n",
+ " if is_training:\n",
+ " model.train()\n",
+ " else:\n",
+ " model.eval()\n",
+ "\n",
+ " for idx, (x, y) in enumerate(dataloader):\n",
+ " if is_training:\n",
+ " optimizer.zero_grad()\n",
+ "\n",
+ " batchsize = x.shape[0]\n",
+ "\n",
+ " x = x.to(config[\"training\"][\"device\"])\n",
+ " y = y.to(config[\"training\"][\"device\"])\n",
+ "\n",
+ " out = model(x)\n",
+ " loss = criterion(out.contiguous(), y.contiguous())\n",
+ "\n",
+ " if is_training:\n",
+ " loss.backward()\n",
+ " optimizer.step()\n",
+ "\n",
+ " epoch_loss += (loss.detach().item() / batchsize)\n",
+ "\n",
+ " lr = scheduler.get_last_lr()[0]\n",
+ "\n",
+ " return epoch_loss, lr\n",
+ "\n",
+ "# create `DataLoader`\n",
+ "train_dataloader = DataLoader(dataset_train, batch_size=config[\"training\"][\"batch_size\"], shuffle=True)\n",
+ "val_dataloader = DataLoader(dataset_val, batch_size=config[\"training\"][\"batch_size\"], shuffle=True)\n",
+ "\n",
+ "# define optimizer, scheduler and loss function\n",
+ "criterion = nn.MSELoss()\n",
+ "optimizer = optim.Adam(model.parameters(), lr=config[\"training\"][\"learning_rate\"], betas=(0.9, 0.98), eps=1e-9)\n",
+ "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=config[\"training\"][\"scheduler_step_size\"], gamma=0.1)\n",
+ "\n",
+ "# begin training\n",
+ "for epoch in range(config[\"training\"][\"num_epoch\"]):\n",
+ " loss_train, lr_train = run_epoch(train_dataloader, is_training=True)\n",
+ " loss_val, lr_val = run_epoch(val_dataloader)\n",
+ " scheduler.step()\n",
+ " \n",
+ " print('Epoch[{}/{}] | loss train:{:.6f}, test:{:.6f} | lr:{:.6f}'\n",
+ " .format(epoch+1, config[\"training\"][\"num_epoch\"], loss_train, loss_val, lr_train))\n"
]
},
{
@@ -625,6 +607,7 @@
},
{
"cell_type": "code",
+ "execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -633,6 +616,32 @@
"id": "nCzupxOyJhQh",
"outputId": "ec8af0b3-553f-4cac-99ae-1adbe1195713"
},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# here we re-initialize dataloader so the data doesn't shuffled, so we can plot the values by date\n",
"\n",
@@ -685,7 +694,7 @@
" xticks = [data_date[i] if ((i%config[\"plots\"][\"xticks_interval\"]==0 and (num_data_points-i) > config[\"plots\"][\"xticks_interval\"]) or i==num_data_points-1) else None for i in range(num_data_points)] # make x ticks nice\n",
" x = np.arange(0,len(xticks))\n",
" plt.xticks(x, xticks, rotation='vertical')\n",
- " plt.grid(b=None, which='major', axis='y', linestyle='--')\n",
+ " plt.grid(which='major', axis='y', linestyle='--')\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
@@ -705,36 +714,9 @@
" xticks = [to_plot_data_date[i] if ((i%int(config[\"plots\"][\"xticks_interval\"]/5)==0 and (len(to_plot_data_date)-i) > config[\"plots\"][\"xticks_interval\"]/6) or i==len(to_plot_data_date)-1) else None for i in range(len(to_plot_data_date))] # make x ticks nice\n",
" xs = np.arange(0,len(xticks))\n",
" plt.xticks(xs, xticks, rotation='vertical')\n",
- " plt.grid(b=None, which='major', axis='y', linestyle='--')\n",
+ " plt.grid(which='major', axis='y', linestyle='--')\n",
" plt.legend()\n",
" plt.show()"
- ],
- "execution_count": 9,
- "outputs": [
- {
- "output_type": "display_data",
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "tags": []
- }
- },
- {
- "output_type": "display_data",
- "data": {
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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "tags": []
- }
- }
]
},
{
@@ -748,6 +730,7 @@
},
{
"cell_type": "code",
+ "execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -756,6 +739,27 @@
"id": "MgSOzYuXJrdU",
"outputId": "499c89cb-7641-4ccb-cea5-4174960deac8"
},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Predicted close price of the next trading day: 141.17\n"
+ ]
+ }
+ ],
"source": [
"# predict on the unseen data, tomorrow's price \n",
"\n",
@@ -795,34 +799,30 @@
" plt.plot(plot_date_test, to_plot_data_y_val_pred, label=\"Past predicted prices\", marker=\".\", markersize=10, color=config[\"plots\"][\"color_pred_val\"])\n",
" plt.plot(plot_date_test, to_plot_data_y_test_pred, label=\"Predicted price for next day\", marker=\".\", markersize=20, color=config[\"plots\"][\"color_pred_test\"])\n",
" plt.title(\"Predicted close price of the next trading day\")\n",
- " plt.grid(b=None, which='major', axis='y', linestyle='--')\n",
+ " plt.grid(which='major', axis='y', linestyle='--')\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
"print(\"Predicted close price of the next trading day:\", round(prediction, 2))"
- ],
- "execution_count": 11,
- "outputs": [
- {
- "output_type": "display_data",
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "tags": []
- }
- },
- {
- "output_type": "stream",
- "text": [
- "Predicted close price of the next trading day: 141.17\n"
- ],
- "name": "stdout"
- }
]
}
- ]
-}
\ No newline at end of file
+ ],
+ "metadata": {
+ "accelerator": "GPU",
+ "colab": {
+ "include_colab_link": true,
+ "name": "Demo - Predicting Stock Prices with LSTM",
+ "provenance": [],
+ "toc_visible": true
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/project.py b/project.py
index c772a34..3debb6b 100644
--- a/project.py
+++ b/project.py
@@ -19,7 +19,7 @@
"key": "YOUR_API_KEY", # Claim your free API key here: https://www.alphavantage.co/support/#api-key
"symbol": "IBM",
"outputsize": "full",
- "key_adjusted_close": "5. adjusted close",
+ "key_close_price": "4. close",
},
"data": {
"window_size": 20,
@@ -51,12 +51,12 @@
def download_data(config):
ts = TimeSeries(key=config["alpha_vantage"]["key"])
- data, meta_data = ts.get_daily_adjusted(config["alpha_vantage"]["symbol"], outputsize=config["alpha_vantage"]["outputsize"])
+ data, meta_data = ts.get_daily(config["alpha_vantage"]["symbol"], outputsize=config["alpha_vantage"]["outputsize"])
data_date = [date for date in data.keys()]
data_date.reverse()
- data_close_price = [float(data[date][config["alpha_vantage"]["key_adjusted_close"]]) for date in data.keys()]
+ data_close_price = [float(data[date][config["alpha_vantage"]["key_close_price"]]) for date in data.keys()]
data_close_price.reverse()
data_close_price = np.array(data_close_price)
@@ -77,7 +77,7 @@ def download_data(config):
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
plt.title("Daily close price for " + config["alpha_vantage"]["symbol"] + ", " + display_date_range)
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.show()
class Normalizer():
@@ -145,7 +145,7 @@ def prepare_data_y(x, window_size):
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
plt.title("Daily close prices for " + config["alpha_vantage"]["symbol"] + " - showing training and validation data")
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
@@ -316,7 +316,7 @@ def run_epoch(dataloader, is_training=False):
xticks = [data_date[i] if ((i%config["plots"]["xticks_interval"]==0 and (num_data_points-i) > config["plots"]["xticks_interval"]) or i==num_data_points-1) else None for i in range(num_data_points)] # make x ticks nice
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
@@ -336,7 +336,7 @@ def run_epoch(dataloader, is_training=False):
xticks = [to_plot_data_date[i] if ((i%int(config["plots"]["xticks_interval"]/5)==0 and (len(to_plot_data_date)-i) > config["plots"]["xticks_interval"]/6) or i==len(to_plot_data_date)-1) else None for i in range(len(to_plot_data_date))] # make x ticks nice
xs = np.arange(0,len(xticks))
plt.xticks(xs, xticks, rotation='vertical')
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
@@ -375,7 +375,7 @@ def run_epoch(dataloader, is_training=False):
plt.plot(plot_date_test, to_plot_data_y_val_pred, label="Past predicted prices", marker=".", markersize=10, color=config["plots"]["color_pred_val"])
plt.plot(plot_date_test, to_plot_data_y_test_pred, label="Predicted price for next day", marker=".", markersize=20, color=config["plots"]["color_pred_test"])
plt.title("Predicting the close price of the next trading day")
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
diff --git a/step_by_step_code_blocks/add_configs.py b/step_by_step_code_blocks/add_configs.py
index 1d70122..0f152e3 100644
--- a/step_by_step_code_blocks/add_configs.py
+++ b/step_by_step_code_blocks/add_configs.py
@@ -3,7 +3,7 @@
"key": "YOUR_API_KEY", # Claim your free API key here: https://www.alphavantage.co/support/#api-key
"symbol": "IBM",
"outputsize": "full",
- "key_adjusted_close": "5. adjusted close",
+ "key_close_price": "4. close",
},
"data": {
"window_size": 20,
diff --git a/step_by_step_code_blocks/get_market_data.py b/step_by_step_code_blocks/get_market_data.py
index 82a1350..a646330 100644
--- a/step_by_step_code_blocks/get_market_data.py
+++ b/step_by_step_code_blocks/get_market_data.py
@@ -1,11 +1,11 @@
def download_data(config):
ts = TimeSeries(key=config["alpha_vantage"]["key"])
- data, meta_data = ts.get_daily_adjusted(config["alpha_vantage"]["symbol"], outputsize=config["alpha_vantage"]["outputsize"])
+ data, meta_data = ts.get_daily(config["alpha_vantage"]["symbol"], outputsize=config["alpha_vantage"]["outputsize"])
data_date = [date for date in data.keys()]
data_date.reverse()
- data_close_price = [float(data[date][config["alpha_vantage"]["key_adjusted_close"]]) for date in data.keys()]
+ data_close_price = [float(data[date][config["alpha_vantage"]["key_close_price"]]) for date in data.keys()]
data_close_price.reverse()
data_close_price = np.array(data_close_price)
@@ -26,5 +26,5 @@ def download_data(config):
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
plt.title("Daily close price for " + config["alpha_vantage"]["symbol"] + ", " + display_date_range)
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.show()
diff --git a/step_by_step_code_blocks/model_eval.py b/step_by_step_code_blocks/model_eval.py
index 54ee03b..b1d71bd 100644
--- a/step_by_step_code_blocks/model_eval.py
+++ b/step_by_step_code_blocks/model_eval.py
@@ -47,6 +47,6 @@
xticks = [data_date[i] if ((i%config["plots"]["xticks_interval"]==0 and (num_data_points-i) > config["plots"]["xticks_interval"]) or i==num_data_points-1) else None for i in range(num_data_points)] # make x ticks nice
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
diff --git a/step_by_step_code_blocks/model_eval_zoomed_in.py b/step_by_step_code_blocks/model_eval_zoomed_in.py
index 9336792..daa115a 100644
--- a/step_by_step_code_blocks/model_eval_zoomed_in.py
+++ b/step_by_step_code_blocks/model_eval_zoomed_in.py
@@ -14,6 +14,6 @@
xticks = [to_plot_data_date[i] if ((i%int(config["plots"]["xticks_interval"]/5)==0 and (len(to_plot_data_date)-i) > config["plots"]["xticks_interval"]/6) or i==len(to_plot_data_date)-1) else None for i in range(len(to_plot_data_date))] # make x ticks nice
xs = np.arange(0,len(xticks))
plt.xticks(xs, xticks, rotation='vertical')
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
diff --git a/step_by_step_code_blocks/predict_future_prices.py b/step_by_step_code_blocks/predict_future_prices.py
index 809a3d2..4088594 100644
--- a/step_by_step_code_blocks/predict_future_prices.py
+++ b/step_by_step_code_blocks/predict_future_prices.py
@@ -33,7 +33,7 @@
plt.plot(plot_date_test, to_plot_data_y_val_pred, label="Past predicted prices", marker=".", markersize=10, color=config["plots"]["color_pred_val"])
plt.plot(plot_date_test, to_plot_data_y_test_pred, label="Predicted price for next day", marker=".", markersize=20, color=config["plots"]["color_pred_test"])
plt.title("Predicted close price of the next trading day")
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.legend()
plt.show()
diff --git a/step_by_step_code_blocks/split_train_validate.py b/step_by_step_code_blocks/split_train_validate.py
index a03f695..afc55e1 100644
--- a/step_by_step_code_blocks/split_train_validate.py
+++ b/step_by_step_code_blocks/split_train_validate.py
@@ -45,6 +45,6 @@ def prepare_data_y(x, window_size):
x = np.arange(0,len(xticks))
plt.xticks(x, xticks, rotation='vertical')
plt.title("Daily close prices for " + config["alpha_vantage"]["symbol"] + " - showing training and validation data")
-plt.grid(b=None, which='major', axis='y', linestyle='--')
+plt.grid(which='major', axis='y', linestyle='--')
plt.legend()
plt.show()