Bayesian Deep Learning For Manufacturing (dlmfg)
2.0.0
Installation and Implementation
Real System Implementation (3D Optical Scanner: WLS400A)
Library Configuration
Data Description & Processing
Model Architecture
Deep Reinforcement Learning for Control and Correction
Model Architecture Selection
Bayesian Deep Learning
3D U-Net Architecture Global Interpretability
3D U-Net Architecture Local Interpretability
3D U-Net Segmentation
Class Structure: Objects and Methods
Key Measurement Characteristics (KMCs)
Utilities
Continual and Transfer Learning
Active Learning/Adaptive Sampling
Visualization
Case Study: Positioning and Clamping Variations for Halo
Case Study: Door Inner and Hinge Reinforcement Multi-Stage Assembly
Case Study: Cross Member Multi-Station Assembly
Research and References
Bayesian Deep Learning For Manufacturing (dlmfg)
Docs
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Index
Index
A
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B
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C
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D
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G
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H
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I
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K
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L
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M
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P
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R
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S
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T
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V
A
AdaptiveSampling (class in dlmfg.active_learning.sampling_system)
adpative_samples_gen() (dlmfg.active_learning.sampling_system.AdaptiveSampling method)
AssemblySystem (class in dlmfg.core.assembly_system)
B
benchmarking_models() (in module dlmfg.utilities.benchmarking)
benchmarking_models_eval() (in module dlmfg.utilities.benchmarking)
build_transfer_model() (dlmfg.transfer_learning.tl_core.TransferLearning method)
C
cnn_model_3d() (dlmfg.core.core_model.DLModel method)
cnn_model_3d_aleatoric() (dlmfg.core.core_model.DLModel method)
cnn_model_3d_mdn() (dlmfg.core.core_model.DLModel method)
cnn_model_3d_tl() (dlmfg.core.core_model.DLModel method)
construct_voxel() (dlmfg.utilities.voxel_construction.VoxelConstruct method)
CopViz (class in dlmfg.visualization.cop_viz)
D
data_convert_voxel_mc() (dlmfg.core.data_import.GetTrainData method)
data_import() (dlmfg.core.data_import.GetTrainData method)
data_pre_processing() (dlmfg.core.wls400a_system.GetInferenceData method)
DataDownload (class in dlmfg.core.data_download)
DeployModel (class in dlmfg.core.model_deployment)
dlmfg.active_learning.sampling_system (module)
dlmfg.config.assembly_config (module)
dlmfg.config.download_config (module)
dlmfg.config.kcc_config (module)
dlmfg.config.measurement_config (module)
dlmfg.config.model_config (module)
dlmfg.config.sampling_config (module)
dlmfg.config.voxel_config (module)
dlmfg.core.assembly_system (module)
dlmfg.core.core_model (module)
dlmfg.core.data_download (module)
dlmfg.core.data_import (module)
dlmfg.core.data_study (module)
dlmfg.core.measurement_system (module)
dlmfg.core.metrics_eval (module)
dlmfg.core.model_deployment (module)
dlmfg.core.model_train (module)
dlmfg.core.wls400a_system (module)
dlmfg.kmc_gen.kmc_model (module)
dlmfg.transfer_learning.tl_core (module)
dlmfg.utilities.benchmarking (module)
dlmfg.utilities.voxel_construction (module)
dlmfg.visualization.cop_viz (module)
dlmfg.visualization.training_viz (module)
DLModel (class in dlmfg.core.core_model)
G
get_data_stacks() (dlmfg.visualization.cop_viz.CopViz method)
get_model() (dlmfg.core.model_deployment.DeployModel method)
get_nominal_cop() (dlmfg.core.assembly_system.PartType method)
get_nominal_cop_database() (dlmfg.core.assembly_system.PartType method)
get_trained_model() (dlmfg.transfer_learning.tl_core.TransferLearning method)
GetInferenceData (class in dlmfg.core.wls400a_system)
GetTrainData (class in dlmfg.core.data_import)
google_drive_downloader() (dlmfg.core.data_download.DataDownload method)
H
HexagonWlsScanner (class in dlmfg.core.measurement_system)
I
inital_sampling_lhs() (dlmfg.active_learning.sampling_system.AdaptiveSampling method)
inital_sampling_uniform_random() (dlmfg.active_learning.sampling_system.AdaptiveSampling method)
K
kmc_model_build() (in module dlmfg.kmc_gen.kmc_model)
kpi_calculator() (dlmfg.core.assembly_system.VRMSimulationModel method)
L
load_mapping_index() (dlmfg.core.data_import.GetTrainData method)
(dlmfg.core.wls400a_system.GetInferenceData method)
load_measurement_file() (dlmfg.core.wls400a_system.GetInferenceData method)
M
MeasurementSystem (class in dlmfg.core.measurement_system)
metrics_eval_base() (dlmfg.core.metrics_eval.MetricsEval method)
metrics_eval_classification() (dlmfg.core.metrics_eval.MetricsEval method)
metrics_eval_cop() (dlmfg.core.metrics_eval.MetricsEval method)
MetricsEval (class in dlmfg.core.metrics_eval)
model_inference() (dlmfg.core.model_deployment.DeployModel method)
P
parentdir (in module dlmfg.active_learning.sampling_system)
PartType (class in dlmfg.core.assembly_system)
plot_cop() (dlmfg.visualization.cop_viz.CopViz method)
plot_multiple_stacks() (dlmfg.visualization.cop_viz.CopViz method)
plot_voxelized_data() (dlmfg.visualization.cop_viz.CopViz method)
R
run_train_model() (dlmfg.core.model_train.TrainModel method)
S
set_fixed_train_params() (dlmfg.transfer_learning.tl_core.TransferLearning method)
set_variable_learning_rates() (dlmfg.transfer_learning.tl_core.TransferLearning method)
T
training_plot() (dlmfg.visualization.training_viz.TrainViz method)
TrainModel (class in dlmfg.core.model_train)
TrainViz (class in dlmfg.visualization.training_viz)
TransferLearning (class in dlmfg.transfer_learning.tl_core)
V
voxel_mapping() (dlmfg.core.wls400a_system.GetInferenceData method)
VoxelConstruct (class in dlmfg.utilities.voxel_construction)
VRMSimulationModel (class in dlmfg.core.assembly_system)