From 426f4d6963760dc87bf1260f27f97f63897f2533 Mon Sep 17 00:00:00 2001 From: Alex Blank <38751347+blankinator@users.noreply.github.com> Date: Mon, 19 May 2025 11:16:26 +0200 Subject: [PATCH] removed unecessary fiels --- .gitignore | 5 +++++ code/new_realtime/.RData | Bin 48 -> 0 bytes code/new_realtime/.Rhistory | 11 ----------- code/new_realtime/.env | 3 --- .../experiment_setup.cpython-310.pyc | Bin 1072 -> 0 bytes .../__pycache__/run_config.cpython-310.pyc | Bin 2132 -> 0 bytes .../__pycache__/__init__.cpython-310.pyc | Bin 176 -> 0 bytes .../__pycache__/cnn_run_config.cpython-310.pyc | Bin 2809 -> 0 bytes .../__pycache__/combined.cpython-310.pyc | Bin 1982 -> 0 bytes .../__pycache__/feature_config.cpython-310.pyc | Bin 2707 -> 0 bytes .../lstm_run_config.cpython-310.pyc | Bin 2060 -> 0 bytes .../patch_run_config.cpython-310.pyc | Bin 2470 -> 0 bytes .../__pycache__/transformer.cpython-310.pyc | Bin 2247 -> 0 bytes .../transformer_run_config.cpython-310.pyc | Bin 2796 -> 0 bytes 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100644 code/new_realtime/utils/__pycache__/model_utils.cpython-310.pyc delete mode 100644 code/new_realtime/utils/__pycache__/smoothing.cpython-310.pyc delete mode 100644 code/new_realtime/utils/__pycache__/training.cpython-310.pyc delete mode 100644 code/new_realtime/utils/__pycache__/training_utils.cpython-310.pyc delete mode 100644 code/new_realtime/utils/__pycache__/utils.cpython-310.pyc delete mode 100644 code/new_realtime/utils/__pycache__/visualization.cpython-310.pyc diff --git a/.gitignore b/.gitignore index 66e7e48..10e3b85 100644 --- a/.gitignore +++ b/.gitignore @@ -2,6 +2,11 @@ # Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider # Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839 +.env +__pycache__/ +.RData +.Rhistory + # User-specific stuff .idea/ diff --git a/code/new_realtime/.RData b/code/new_realtime/.RData deleted file mode 100644 index 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Z-cmx|(183)DS1so@`^;{C5e0g{0EyQo2mc+ diff --git a/thesis/sections/methodology.tex b/thesis/sections/methodology.tex index e42ae18..0735692 100644 --- a/thesis/sections/methodology.tex +++ b/thesis/sections/methodology.tex @@ -39,6 +39,23 @@ pregnancies, which would make the prediction task ambiguous. %TODO: show that for initial testing and fine tuning the dataset was reduced to 10% of size to speed up early impressions of performance %TODO: show that initial feature set with only temperature as observable and only pregnancy "chance" as target % did not show promise on small 10% dataset, so the features got extended +% show the modifications that were made to account for multi target prediction +% show, the mothod of circumventing the non-padding-implementation by using a dedicated feature +% show, that a different loss / temporal loss wheighting or position aware loss could help +% show, the problem of the model using its past targets, even though they are not observable and how I dealt with this -> explain and use exogenous +% introduce change of quantiles to single variable output and why, quantiles loss other than .5 was almost always just 0 or 1, so no significant predicitve quality in this, and this only makes predictions harder for model +% explain why class imablances are there, and what I did to counteract this, also explain, why special weighting is useful for something like the pregnancy risk prediction +% show the work that needed to be done for inference -> padding values for future observables + + +Notes for training: + - one head 512 hidden size make very "smoothed" out curves, which result in ver conservative predictions + +Intermediate training results: +- first full training: + - first feature config with ov over and fertility did not show much promise, as it detected the ov too late, essentially when it was already over + - either there is no patterns detectable in advance, or there are not enough features yet + - soft of "soft ceiling" at 0.3 loss, many models get there quickly and then "bounce" around \subsection{Time-Series Modeling Approach}\label{subsec:time-series_modeling_approach} \subsubsection{Limitations of Traditional Time-Series Models}\label{subsubsec:limitations_of_traditional_time-series_models}