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lucasfbn
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Reddit-Sentiment-Reinforcement-Learning
Stock trading using Reddit sentiment data and reinforcement learning.
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Implement day-wise indexing for dataset
#165
lucasfbn
closed
2 years ago
0
Implement walk forward validation
#164
lucasfbn
opened
2 years ago
0
Implemented new data handler
#163
lucasfbn
closed
2 years ago
0
Reward function 2
#162
lucasfbn
closed
2 years ago
0
Make disabeling model checkpoint saving an argument in training
#161
lucasfbn
closed
2 years ago
1
Stocks multi input nn
#160
lucasfbn
closed
2 years ago
0
Remove linear layer from constants extractor in portfolio multi input network
#159
lucasfbn
opened
2 years ago
0
Change data format and implement a data loader (yield) such that multiple runs can be run in parallel easily
#158
lucasfbn
closed
2 years ago
1
Tune PPO
#157
lucasfbn
opened
2 years ago
1
Tune network
#156
lucasfbn
opened
2 years ago
0
Tune reward
#155
lucasfbn
closed
2 years ago
2
Wandb migration
#154
lucasfbn
closed
2 years ago
0
Multi input nn
#153
lucasfbn
closed
2 years ago
0
Implemented multi input network/policy/env
#152
lucasfbn
closed
2 years ago
0
Use multi-head network to not pass inventory state as a static timeseries
#151
lucasfbn
closed
2 years ago
0
Use multi-head network to not have to pass probability, inventory state and number of trades left to the cnn as a static timeseries
#150
lucasfbn
closed
2 years ago
1
Implement tracking
#149
lucasfbn
closed
2 years ago
2
Portfolio optimization approach
#148
lucasfbn
closed
2 years ago
0
Return positive reward when action = 0 prevents a negative reward
#147
lucasfbn
closed
2 years ago
1
Make sure the reward is negative when episode end is forced (and that the reward is positive if episode end is not forced)
#146
lucasfbn
closed
2 years ago
1
Randomize start point in list of sequences
#145
lucasfbn
closed
2 years ago
0
Discount reward based on days cash bound
#144
lucasfbn
closed
2 years ago
0
End episode if n_trades = 0?
#143
lucasfbn
closed
2 years ago
0
Check if dataiter of stock train is also functioning as expected
#142
lucasfbn
opened
2 years ago
0
Check if the interaction between reset() and step() is correct with regard to the data iterator returning the same state when reseting that is being processed in step
#141
lucasfbn
closed
2 years ago
1
Make script to merge data and evaluated sequence
#140
lucasfbn
closed
2 years ago
0
Migration new ticker and sequence objects
#139
lucasfbn
closed
2 years ago
0
Dataset generation yield different files when run again at a later point
#138
lucasfbn
opened
2 years ago
1
Check price_data tests
#137
lucasfbn
closed
2 years ago
1
Develop portfolio optimization approach
#136
lucasfbn
closed
2 years ago
1
Optimize layer (dropout)
#135
lucasfbn
opened
2 years ago
0
Optimize number of layers
#134
lucasfbn
opened
2 years ago
0
Optimize filter size
#133
lucasfbn
opened
2 years ago
1
Combine 1D-CNN with GRU
#132
lucasfbn
opened
2 years ago
0
Take feature extractor (CNN) from single stock agent, use different NN after and train on portfolio optimization
#131
lucasfbn
opened
3 years ago
0
Custom price intervals
#130
lucasfbn
opened
3 years ago
0
Implemented evaluation environment, closes #121, closes #127
#129
lucasfbn
closed
3 years ago
0
Refactor handling of state extender in eval env
#128
lucasfbn
closed
3 years ago
0
Implemented state extending
#127
lucasfbn
closed
3 years ago
0
Implement tracker for eval env
#126
lucasfbn
closed
3 years ago
0
Exclude non-tradeable sequences from training, as they will also be excluded from evaluating
#125
lucasfbn
closed
3 years ago
0
Optimize network architecture
#124
lucasfbn
opened
3 years ago
3
Optimize policy hyperparameter
#123
lucasfbn
opened
3 years ago
0
Add buy/sell/hold signals from agent to dashboard
#122
lucasfbn
closed
2 years ago
0
Implement eval environment
#121
lucasfbn
closed
3 years ago
0
ROADMAP
#120
lucasfbn
opened
3 years ago
0
Swaps from tensorforce to stable baselines 3
#119
lucasfbn
closed
3 years ago
0
Eval has to be build in a few such that the inventory state can be updated
#118
lucasfbn
closed
3 years ago
1
Normalize with StandardScaler instead of MinMaxScaler
#117
lucasfbn
opened
3 years ago
0
Use different implementation? (for instance: Stable Baselines)
#116
lucasfbn
closed
3 years ago
0
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