├── .gitignore ├── AutomaticallyProcessS3DataUsingLambda ├── ImportantBusiness.mp3 └── Lambda_Transcribe_S3.py ├── CategorizeDataUploadsUsingStepFunctions ├── ImportantBusiness.mp3 ├── StepFunction_Categorize-Audio-Uploads-Pipeline.json ├── categorize-data-lambda.py ├── run-step-functions-lambda.py ├── transcribe-audio-lambda.py └── transcribe-status-lambda.py ├── CoordinateAIServicesWithStepFunctions ├── GloomyDays.mp3 └── GreatDayToBeYou.mp3 ├── CreateAScikit-LearnRandomForestClassifier ├── CreateAScikit-LearnRandomForestClassifier.ipynb ├── acg_logo.png ├── data.csv ├── penny.png └── sparky.png ├── CreateATensorFlowImageClassifierInAWSSageMaker ├── CreateATensorFlowImageClassifier.ipynb ├── acg_logo.png ├── lego-simple-test-images.npy ├── lego-simple-test-labels.npy ├── lego-simple-train-images.npy ├── lego-simple-train-labels.npy ├── lego.jpg ├── sample-after.png └── sample-before.png ├── CreateAnMXNetImageClassifierInAWSSageMaker ├── CreateAnMXNetImageClassifier.ipynb ├── acg_logo.png ├── lego-simple-mx-test ├── lego-simple-mx-train ├── lego.jpg ├── sample-after.png └── sample-before.png ├── DeepLens-Demo └── deeplens-pinehead.py ├── Introduction-to-Jupyter-Notebooks ├── Introduction_to_Jupyter_Notebooks.ipynb ├── animal-animal-photography-cold-86405.jpg ├── la-logo.png ├── penguin-data.csv └── pinehead.jpg ├── Lab-Creating-a-machine-learning-dataset-for-image-classification ├── Source-s3-bucket.txt └── process_images.ipynb ├── Lab-Deploying-an-AWS-SageMaker-Image-Classification-machine-learning-model ├── Images │ ├── nph-test.png │ └── ph-test.png ├── Lambda │ └── lambda_function.py ├── model-bucket.txt └── website-app │ ├── app.js │ ├── config.js │ ├── index.html │ ├── js │ ├── index.js │ ├── load-image-exif-map.js │ ├── load-image-exif.js │ ├── load-image-fetch.js │ ├── load-image-iptc-map.js │ ├── load-image-iptc.js │ ├── load-image-meta.js │ ├── load-image-orientation.js │ ├── load-image-scale.js │ ├── load-image.all.min.js │ ├── load-image.all.min.js.map │ ├── load-image.js │ └── vendor │ │ ├── jquery.Jcrop.js │ │ └── jquery.js │ └── logo.png ├── MXNet-Basic-Classification ├── MXNet_Basic_Classification.ipynb ├── la-logo.png ├── lego-simple-mx-test ├── lego-simple-mx-train ├── lego.jpg ├── sample-after.png └── sample-before.png ├── Perform-Parallel-Execution-in-AWS-Step-Functions ├── bad-tea.m4a ├── good-tea.m4a ├── lab-state-parallel.json ├── lambda-snipit-step-functions └── tea.m4a ├── PerformRealTimeDataAnalysisWithKinesis ├── aws-config ├── kinesis-analytics-popular-captains.sql ├── kinesis-analytics-rating-anomaly.sql └── send_captains_to_cloud.py ├── PyTorch-Simple-CNN-Classifier ├── Pytourch-simple-cnn-classifier.ipynb ├── la-logo.png ├── lego-simple-lin-test-images.npy ├── lego-simple-lin-test-labels.npy ├── lego-simple-lin-train-images.npy ├── lego-simple-lin-train-labels.npy ├── lego.jpg ├── pytorch-logo.png ├── sample-after.png └── sample-before.png ├── Rekognition-Demos ├── images │ ├── famous.jpg │ ├── security-camera.jpg │ ├── suspect1.jpg │ ├── suspect2.jpg │ ├── suspect3.jpg │ └── text.jpg └── lambda-functions │ ├── rekognition-famous.py │ ├── rekognition-similar.py │ └── rekognition-text.py ├── SageMaker-Access-Inferance-Via-APIGW ├── lambda.py ├── nph-test.txt └── ph-test.txt ├── SageMaker-Deploy-Image-Classifier ├── invoke-endpoint-command.txt ├── nph-test.png ├── nph-test.txt ├── ph-test.png └── ph-test.txt ├── SageMaker-Pre-process-Image-Data ├── Source-s3-bucket.txt └── process_images.ipynb ├── TensorFlow-Keras-Basic-Image-Classifier ├── Tensorflow-keras-basic-classification.ipynb ├── la-logo.png ├── lego-simple-test-images.npy ├── lego-simple-test-labels.npy ├── lego-simple-train-images.npy ├── lego-simple-train-labels.npy ├── lego.jpg ├── sample-after.png └── sample-before.png ├── Trigger-an-AWS-Lambda-Function-from-an-S3-Event ├── archive │ └── tea.m4a ├── lab-1-lambda-code.py ├── sample-s3-event.json └── tea.m4a ├── 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