Playground

This repo contains ML/DL projects in the form of standalone notebooks or more complex directories.

It started as a way to play around with various Kaggle's datasets (hence the name KagglePlaygrounds) with the goal to learn new Machine Learning and Deep Learning frameworks/techniques.

I recently started adding new non-Kaggle-related-exclusive content, sharing work around various Deep Learning experiments especially on AWS.

Check out my ML blog for posts about each one of those.

Note: a couple of projects might need git lfs installed and setup.

Name		Name	Last commit message	Last commit date
Latest commit History 167 Commits
aws_latency_benchmarks		aws_latency_benchmarks
car_license_plates		car_license_plates
cuda_experiments/lecture3		cuda_experiments/lecture3
deepfake		deepfake
expedia		expedia
fashion_docker		fashion_docker
neuralmagic_faces		neuralmagic_faces
petfinder		petfinder
sagemaker_shadow_huggingface		sagemaker_shadow_huggingface
tests		tests
thrillers_aws_app		thrillers_aws_app
triton_nvidia_blurry_faces		triton_nvidia_blurry_faces
visualneurons		visualneurons
wikifake_tiny		wikifake_tiny
.gitattributes		.gitattributes
.gitignore		.gitignore
COVID-19-GlueETL-PySpark.ipynb		COVID-19-GlueETL-PySpark.ipynb
COVID-19-crappification.ipynb		COVID-19-crappification.ipynb
COVID-19_glue_etl_job_pyspark.py		COVID-19_glue_etl_job_pyspark.py
DeepStyleTransfer.ipynb		DeepStyleTransfer.ipynb
FarewellEmailWriter.ipynb		FarewellEmailWriter.ipynb
HeartbeatSound.ipynb		HeartbeatSound.ipynb
Houses.ipynb		Houses.ipynb
InterpretableML.ipynb		InterpretableML.ipynb
KeypointsDet_BIWI_IceVision.ipynb		KeypointsDet_BIWI_IceVision.ipynb
LICENSE		LICENSE
MXNetStyleTransfer.ipynb		MXNetStyleTransfer.ipynb
Machine_Human_Text_Detection.ipynb		Machine_Human_Text_Detection.ipynb
NYC Taxi Fares Prediction.ipynb		NYC Taxi Fares Prediction.ipynb
Plant_Pathology.ipynb		Plant_Pathology.ipynb
README.md		README.md
RSNA-Pneumonia.ipynb		RSNA-Pneumonia.ipynb
ToxicComments.ipynb		ToxicComments.ipynb
aif360_tutorial_medical_expenditure.ipynb		aif360_tutorial_medical_expenditure.ipynb
cifar10_utils.py		cifar10_utils.py
fastai2-coursev4-sagemaker-cf.yml		fastai2-coursev4-sagemaker-cf.yml
heartsound_mxnet.py		heartsound_mxnet.py
interpretable_ml_utils.py		interpretable_ml_utils.py
is-this-movie-a-thriller.ipynb		is-this-movie-a-thriller.ipynb
latex_detector_icevision.ipynb		latex_detector_icevision.ipynb
object-detection.ipynb		object-detection.ipynb
ocr_engine_comparison.ipynb		ocr_engine_comparison.ipynb
plot_top_losses.ipynb		plot_top_losses.ipynb
random_tuner.py		random_tuner.py
sklearn_roc_fastai.ipynb		sklearn_roc_fastai.ipynb
textract-expenses.ipynb		textract-expenses.ipynb
train_valid_sizes_estimation.ipynb		train_valid_sizes_estimation.ipynb

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