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Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Convolutional Neural Networks And Unconventional Data
Predicting The Stock Market Using Images
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
About Me (briefly)VP of Data Science at SpringML
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
● Modeling time-series data with convolutional neural networks
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
● Modeling time-series data with convolutional neural networks
● Take the time to experiment beyond modeling norms
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
● Modeling time-series data with convolutional neural networks
● Take the time to experiment beyond modeling norms
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
finance.yahoo.com/quote/BTC-USD/
Time-series Data
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Svds.com/predictive-maintenance-iot/
● Linear Regression● Survival Analysis● RNNs● LSTMs● Etc.
Manuel Amunategui amunategui.github.io
Time-series Data
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Convolutional Neural Networks (CNN)
en.wikipedia.org/wiki/Convolutional_neural_network
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Image Data
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Why? New Perspective
Manuel Amunategui amunategui.github.io
Lucas Amunategui
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Why? Bridging Worlds
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
http://amunategui.github.io/unconventional-convolutional-networks
Creating Synthetic Images
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
http://amunategui.github.io/unconventional-convolutional-networks
Manuel Amunategui amunategui.github.io
Creating Synthetic Images
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
http://amunategui.github.io/unconventional-convolutional-networks
Manuel Amunategui amunategui.github.io
Creating Synthetic Images
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
http://amunategui.github.io/unconventional-convolutional-networks
Manuel Amunategui amunategui.github.io
Creating Synthetic Images
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
http://amunategui.github.io/unconventional-convolutional-networks
Manuel Amunategui amunategui.github.io
Creating Synthetic Images
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
http://amunategui.github.io/unconventional-convolutional-networks
Manuel Amunategui amunategui.github.io
Creating Synthetic Images
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
What to Predict?
http://amunategui.github.io/unconventional-convolutional-networks
We need to predict something so let’s go with the 3-day moving average being above the 6-day moving average, implying an up day - vice-versa for down days.
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Keras CNN
http://amunategui.github.io/unconventional-convolutional-networks
Based on a VGG-like convnet found in the Keras Getting started with the Keras Sequential model’ guide https://keras.io/getting-started/sequential-model-guide/
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Analyzing Results
http://amunategui.github.io/unconventional-convolutional-networks
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Extreme Gradient Boosting (XGBoost)
http://amunategui.github.io/unconventional-convolutional-networks
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Ensembling: CNN + XGBoost
http://amunategui.github.io/unconventional-convolutional-networks
Manuel Amunategui amunategui.github.io
Convolutional Neural Networks And Unconventional Data - Predicting The Stock Market Using Images
Manuel Amunategui amunategui.github.io
Conclusion
http://amunategui.github.io/unconventional-convolutional-networks
Contact [email protected]
Linkedin Profilehttps://www.linkedin.com/in/manuel-amunategui-20748923
Bloghttps://amunategui.github.io
