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Author SHA1 Message Date
coolneng a3780c9761 Move hyperparameters to a class 2021-07-05 03:24:54 +02:00
coolneng e07d0dcdbf Change Flatten layer, loss function and add Input 2021-06-26 17:52:20 +02:00
coolneng 4d67bdac30 Add poetry installation step to README 2021-06-26 04:35:59 +02:00
coolneng 1237394bb1 Perform one hot encoding on the sequences 2021-06-25 00:05:14 +02:00
coolneng e9582d0883 Parallelize dataset transformations 2021-06-24 19:54:19 +02:00
coolneng b2f20f2070 Revert "Remove dense Tensor transformation" 
This reverts commit 0912600fdc.
 2021-06-24 17:10:07 +02:00
coolneng c9466baa68 Align altered sequence with the reference sequence 2021-06-23 18:29:16 +02:00
coolneng 0912600fdc Remove dense Tensor transformation 2021-06-23 18:28:09 +02:00
coolneng 1e433c123f Remove base counts from the dataset 2021-06-16 13:02:49 +02:00
coolneng a2ae7bbe11 Add the Jupyter notebook 2021-06-15 01:00:45 +02:00
coolneng 7a568f4f98 Create logs directory 2021-06-15 00:38:09 +02:00
coolneng 7029b64906 Refactor the casting function using a loop 2021-06-15 00:22:55 +02:00
coolneng 379303b440 Cast the parsed features to int32 2021-06-15 00:18:38 +02:00
coolneng d2e5fd0fa3 Build model incrementally 2021-06-14 23:32:49 +02:00
coolneng 19ed847d12 Convert sequence and label to VarLenFeature 2021-06-14 19:33:42 +02:00
coolneng c6d0d5959d Update gitignore 2021-06-10 19:23:05 +02:00
coolneng 2c07c5975f Add usage instructions 2021-06-10 19:22:41 +02:00
coolneng 498d93de2a Execute the training loop in the model module 2021-06-10 13:27:55 +02:00
coolneng 3b2b6c4af9 Remove deprecated org notebook 2021-06-10 13:19:03 +02:00
coolneng 00e3389f5b Add datasets 2021-06-10 13:18:25 +02:00
coolneng 08611de8e6 Fix Tensorflow seed assignment 2021-06-07 19:26:21 +02:00
coolneng 0ce582250d Implement the training loop and metrics evaluation 2021-06-06 00:20:03 +02:00
coolneng 168a68b50d Update documentation about data splits 2021-06-06 00:13:37 +02:00
coolneng 8870da8543 Create a validation set 2021-06-06 00:04:18 +02:00
coolneng 38903c5737 Rename ref_sequence to label 2021-06-06 00:03:15 +02:00
coolneng 035162bd8d Fix position weight matrix assignment 2021-06-05 20:40:13 +02:00
coolneng 02d20d4e72 Add reference sequence to each dataset instance 2021-06-05 20:34:59 +02:00
coolneng f30fc31c29 Update README 2021-06-04 12:18:44 +02:00
coolneng c9de0c8320 Add learning rate and l2 regularizer constants 2021-06-03 18:52:26 +02:00
coolneng ccaa8484c7 Document read_dataset and process_input 2021-06-03 18:51:49 +02:00
coolneng f8c1a54be3 Apply index-based encoding to the DNA sequence 2021-06-03 18:29:43 +02:00
coolneng d34e291085 Generate a dataset from the TFRecords files 2021-06-01 23:06:25 +02:00
coolneng 220c0482f1 Move hardcorded data to a constants module 2021-06-01 19:27:10 +02:00
coolneng 44ff69dc9e Document the preprocessing module 2021-06-01 18:46:17 +02:00
coolneng 5ac81c049f Change BASES constant to a local variable 2021-06-01 18:34:29 +02:00
coolneng ad49e598db Update gitignore 2021-06-01 18:27:16 +02:00
coolneng 16c01afbe7 Create a dataset and write it to TFRecords files 2021-06-01 18:26:13 +02:00
coolneng 59aa61112e Create a basic CNN model 2021-05-31 20:02:44 +02:00
coolneng 731b76a0af Remove redundant modules 2021-05-31 20:00:43 +02:00
coolneng e957e714e6 Replace tensorflow-io with biopython 2021-05-31 12:30:57 +02:00
coolneng 6201e35e99 Document the data parsing function 2021-05-11 20:41:54 +02:00
coolneng 34fefed3ed Add literate programming notebook 2021-05-06 20:44:22 +02:00
coolneng eb072836a1 Parse a FASTQ file into a Tensor 2021-05-06 20:34:39 +02:00
coolneng 62fcf0974d Add gitignore 2021-05-06 18:59:08 +02:00
coolneng 223bf16a8a Add Tensorflow workarounds to shell.nix 2021-05-06 00:12:24 +02:00
coolneng fba5578adc Resolve dependencies with Poetry 2021-05-05 23:54:48 +02:00
coolneng a4ba69feed Change python version to 3.8 2021-05-05 23:54:20 +02:00
coolneng 38ea414b69 Change nixpkgs channel to unstable 2021-05-05 23:53:48 +02:00
coolneng dd7386ff73 Pin dependencies with niv 2021-05-04 21:17:02 +02:00
coolneng 5c30ede7d5 Initial commit 2021-02-17 18:06:14 +01:00