cs249r_book

benchmarking

Renamed the iamges

2023-10-30 09:52:00 -04:00

imgs_dsp_spectral_features

Adding DSP Chapter.

2023-11-07 10:27:39 -03:00

imgs_image_classification

Adding Hands-On Exercises

2023-10-27 11:36:35 -03:00

imgs_kws_feature_eng

Adding Hands-On Exercises

2023-10-27 11:36:35 -03:00

imgs_kws_nicla

Adding Hands-On Exercises

2023-10-27 11:36:35 -03:00

imgs_motion_classif

Adding Exercise Motion/Anomaly Detection

2023-11-03 13:11:36 -03:00

imgs_niclav_sys

Adding Hands-On Exercises

2023-10-27 11:36:35 -03:00

imgs_object_detection_fomo

Adding Hands-On Exercises

2023-10-27 11:36:35 -03:00

AI_Labeling_approaches.png

oishi: added my images

2023-10-10 15:39:57 -04:00

cloud-edge-tiny.png

Added appendix with resources and community pages

2023-09-17 14:12:33 -04:00

cover_ai_acceleration.png

Cover image

2023-10-31 12:02:33 -04:00

cover_ai_good.png

Cover image

2023-10-31 14:22:46 -04:00

cover_ai_hardware.png

Updated the figure

2023-10-31 17:00:32 -04:00

cover_ai_workflow.png

Playing with figure covers

2023-10-31 20:26:16 -04:00

cover_data_engineering.png

Playing with figure covers

2023-10-31 20:26:16 -04:00

cover_dl_primer.png

Added DALLE3 figures to a few chapters, more to come

2023-10-29 16:42:37 -04:00

cover_embedded_ai.png

Added DALLE3 figures to a few chapters, more to come

2023-10-29 16:42:37 -04:00

cover_embedded_sys.png

Added DALLE3 figures to a few chapters, more to come

2023-10-29 16:42:37 -04:00

cover_ml_frameworks.png

Framework cover image update

2023-10-30 08:09:22 -04:00

cover_ml_ops.png

Updated the image cause it is better

2023-11-07 10:00:55 -05:00

cover_model_optimizations.png

Added cover image for model optimizations

2023-10-31 11:28:41 -04:00

cover_ondevice_learning.png

Cover image

2023-11-01 11:41:48 -04:00

cover_sustainable_ai.png

Cover image

2023-11-01 13:30:15 -04:00

CS249r_Labels.png

Removed inset figure caption

2023-10-10 16:36:17 -04:00

data_engineering_cascades.png

inserted image

2023-10-10 15:39:57 -04:00

data_engineering_features.png

added images

2023-10-10 15:39:57 -04:00

data_engineering_kws2.png

added images

2023-10-10 15:39:57 -04:00

data_engineering_kws.png

kws image

2023-10-10 15:39:57 -04:00

efficientnumerics_100x.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_alexnet.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_benefitsofprecision.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_binary.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_calibration.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_calibrationcopy.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_edgequant.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_granularity.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_horowitz.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_int8vsfloat.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_lecturenote.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_modelsizes.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_nonuniform.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_PTQ.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_PTQQAT.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_PTQQATsummary.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_QAT.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_qp1.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_qp2.png

Updated images to not have descriptions

2023-10-30 21:41:43 -04:00

efficientnumerics_quantizedsine.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_reducedmodelsize.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_sinewave.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_symmetry.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_uniformnonuniform.png

Adding images

2023-10-20 10:42:45 -04:00

efficientnumerics_weightsactivations.png

Adding images

2023-10-20 10:42:45 -04:00

generative_ai_evolution.png

Took a stab at the outline for genAI

2023-09-20 17:55:27 -04:00

Hard_Labeling_cases.png

oishi: added my images

2023-10-10 15:39:57 -04:00

model_optimization_HW-NAS.png

Commit for authors

2023-10-18 20:00:56 -04:00

modeloptimization_CiM.png

Uploaded Images

2023-10-19 23:27:45 -04:00

modeloptimization_color_mappings.jpeg

fixed references and image captions and added missing figures

2023-10-30 23:18:18 -04:00

modeloptimization_depthwise_separable_convolution.png

adding images and efficient representation

2023-10-19 19:52:11 -04:00

modeloptimization_graph_optimization.png

fixed refs and images for hw optimization

2023-10-20 11:24:22 -04:00

modeloptimization_hls4ml.png

Uploaded Images

2023-10-19 23:27:45 -04:00

modeloptimization_HW-NAS.png

Uploaded Images

2023-10-19 23:27:45 -04:00

modeloptimization_knowledge_distillation.png

adding images and efficient representation

2023-10-19 19:52:11 -04:00

modeloptimization_lottery_ticket_hypothesis.png

adding images and efficient representation

2023-10-19 19:52:11 -04:00

modeloptimization_low_rank_matrix_factorization.png

adding images and efficient representation

2023-10-19 19:52:11 -04:00

modeloptimization_onnx.jpg

fixed references and image captions and added missing figures

2023-10-30 23:18:18 -04:00

modeloptimization_preprocessor.png

Uploaded Images

2023-10-19 23:27:45 -04:00

modeloptimization_pruning_comparison.png

adding images and efficient representation

2023-10-19 19:52:11 -04:00

modeloptimization_quant_hist.png

fixed references and image captions and added missing figures

2023-10-30 23:18:18 -04:00

modeloptimization_sparsity.png

Uploaded Images

2023-10-19 23:27:45 -04:00

modeloptimization_SplitNets.png

Uploaded Images

2023-10-19 23:27:45 -04:00

modeloptimization_structure.png

adding images and efficient representation

2023-10-19 19:52:11 -04:00

modeloptimization_tensor_decomposition.png

adding images and efficient representation

2023-10-19 19:52:11 -04:00

modeloptimization_TinyNAS.png

Uploaded Images

2023-10-19 23:27:45 -04:00