AnnaDS Stock_forecast issues

AnnaDS / Stock_forecast

Test different state of art time series forecasting models for stock price prediction combining it with additional data from news feed to define the winner and build trading strategy on top.

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Added LSTM model for TSLA

#38 piper-of-dawn closed 3 months ago
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"Updated"

#37 ARAVINTH007ak closed 4 months ago
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Class definition for Yahoo finance

#36 okalenskyy closed 4 months ago
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Created using Colab

#35 fridayyy3000 closed 4 months ago
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Moved XGBoost

#34 piper-of-dawn closed 4 months ago
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initial commit

#33 ARAVINTH007ak closed 4 months ago
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My initial approach to forecasting

#32 Shaheerairaj closed 4 months ago
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Added utility classes and XGBoost model

#31 piper-of-dawn closed 4 months ago
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Added reddit data collection notebook

#30 piper-of-dawn closed 4 months ago
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Create the report for the project

#29 AnnaDS opened 5 months ago
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Identify potential risks including high MAPE and unpredictable future events.

#28 AnnaDS opened 5 months ago
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OPTIONAL Add sentiment analysis to forecasting models

#27 AnnaDS opened 5 months ago
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Add RSI and MACD to LSTM and XGboost models

#26 AnnaDS opened 5 months ago
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Add RSI and MACD features to the original dataset

#25 AnnaDS opened 5 months ago
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Olivia web app template

#24 ohinson01 closed 4 months ago
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Diagram outlining web app UI elements

#23 ohinson01 closed 5 months ago
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Olivia data prep update

#22 ohinson01 closed 5 months ago
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Updated deprecated function and verified code run

#21 ohinson01 closed 5 months ago
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Backtest the created strategy to estimate the profit if the strategy was in action for historical data

#20 AnnaDS opened 5 months ago
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Create the trading strategy based on the best forecast model

#19 AnnaDS opened 5 months ago
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OPTIONAL Fine tune the parameters for all models to increase accuracy

#18 AnnaDS opened 5 months ago
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OPTIONAL Add more features like RSI and MACD to the models

#17 AnnaDS opened 5 months ago
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Deploy app to Streamlit Community cloud

#16 AnnaDS opened 5 months ago
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Design the interface of the app to visualize the results of the models

#15 AnnaDS opened 5 months ago
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OPTIONAL Add sentiment data to Darts models as exogenous parameters

#14 AnnaDS opened 5 months ago
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Combine results for all forecast models. Build visualization(s)

#13 AnnaDS opened 5 months ago
0
Test ExponentialSmoothing model from Darts

#12 AnnaDS opened 5 months ago
1
Test TFT model from Darts

#11 AnnaDS opened 5 months ago
1
Test NHITS model from Darts

#10 AnnaDS opened 5 months ago
1
Test NBEATS model from Darts

#9 AnnaDS opened 5 months ago
2
Prepare stock time series for Darts models

#8 AnnaDS closed 5 months ago
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Create and test XGboost model

#7 AnnaDS closed 5 months ago
3
Train and test RNN model

#6 AnnaDS closed 5 months ago
2
Create RNN model

#5 AnnaDS closed 5 months ago
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OPTIONAL Extract sentiment from news data

#4 AnnaDS opened 5 months ago
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Prepare stock time series data for supervised learning models like LSTM and XGboost

#3 AnnaDS closed 5 months ago
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Collect historical news about the stock ticker

#2 AnnaDS closed 5 months ago
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Create script to collect stock price data from yahoo finance

#1 AnnaDS closed 5 months ago
2