fom-big-data-bike-path-quality fom-big-data-bike-path-quality-analytics issues

fom-big-data-bike-path-quality / fom-big-data-bike-path-quality-analytics

Analytics part for bike path quality project

GNU General Public License v3.0

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Implement hyper-parameter optimization for k in kNN model

#41 florianschwanz closed 2 years ago
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Move to new Google Cloud account

#40 florianschwanz closed 2 years ago
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Visualize CNN and LSTM models

#39 florianschwanz closed 2 years ago
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Do slicing after train-test data split to prevent data leakage

#38 florianschwanz closed 2 years ago
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Implement kNN with Dynamic Time Warping for time series classification

#37 florianschwanz closed 2 years ago
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LSTM training fails on CUDA

#36 florianschwanz closed 2 years ago
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Cuda is not used when training is executed in Google Cloud

#35 florianschwanz closed 2 years ago
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Implement LSTM model for time series classification

#33 florianschwanz closed 2 years ago
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Parametrize training on Google Cloud

#32 florianschwanz closed 2 years ago
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Handle imbalanced data

#31 florianschwanz closed 2 years ago
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Discuss non-deep learning model for surface type classification

#30 florianschwanz closed 2 years ago
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Measure correlation between speed and accelerometer values

#29 florianschwanz opened 3 years ago
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Determine AUROC metric

#28 florianschwanz opened 3 years ago
1
Implement base model for anomaly detection with PyTorch

#27 florianschwanz opened 3 years ago
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Run training on Google Cloud

#26 florianschwanz closed 2 years ago
1
Post Telegram message after training session

#25 florianschwanz closed 3 years ago
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Train final model

#24 florianschwanz closed 3 years ago
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Implement k-folding

#23 florianschwanz closed 3 years ago
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Detect overfitting

#22 florianschwanz closed 3 years ago
1
Add metrics to evaluation

#21 florianschwanz closed 3 years ago
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Evaluate model

#20 florianschwanz closed 3 years ago
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Save model after training session

#19 florianschwanz closed 3 years ago
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Create receipt for training session

#18 florianschwanz closed 3 years ago
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Normalize data

#16 florianschwanz closed 3 years ago
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Visualize target class distribution

#15 florianschwanz closed 3 years ago
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Split raw data into epochs with sliding window

#14 florianschwanz closed 3 years ago
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Implement CNN model for time series classification

#13 florianschwanz closed 3 years ago
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Implement test/train data splitter

#12 florianschwanz closed 3 years ago
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Filter accelerometer data by surface type

#11 florianschwanz closed 3 years ago
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Filter accelerometer data by speed

#10 florianschwanz closed 3 years ago
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Plot accelerometer data

#9 florianschwanz closed 3 years ago
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Transform accelerometer data to 1D

#8 florianschwanz closed 3 years ago
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Split raw data into slices

#7 florianschwanz closed 3 years ago
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Build 1D CNN with PyTorch to encode input data

#6 florianschwanz closed 3 years ago
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Prepare AWS account

#5 florianschwanz closed 3 years ago
1
Put data into separate repository

#4 florianschwanz closed 3 years ago
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Convert raw data into geojson

#2 florianschwanz closed 3 years ago
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Download bike activity measurements

#1 florianschwanz closed 3 years ago
0