
TensorFlow Data and Deployment Specialization
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Intermediate
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1.Specialization Introduction
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2.Training and Inference using TensorFlow.js in JavaScript
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Quiz
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3.Training Models with CSV Files
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Grade quiz
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1.Creating Convolutional Neural Networks in JavaScript
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2.Using a Sprite Sheet
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3.MNIST Classifier
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Quiz
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Grade quiz
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1.Toxicity Classifier
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2.Image Classification Using MobileNet
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3.Converting Models to JSON Format
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Quiz
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Grade quiz
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1.Retraining the MobileNet Model
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2.Capturing the Data
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3.Performing Inference From the Webcam Feed
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Quiz
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4.Course 1 wrap up
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Grade quiz
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1.Course Introduction
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2.Machine Learning Models in Mobile and Embedded Systems
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3.Taking a look at the saved model format
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4.First primer on running models on mobile devices
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Quiz
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Exercise 1 - Train Your Own Model and Convert It to TFLite
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Grade exercise
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1.Introduction
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2.Basic image classification
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3.Classifying camera images
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4.Code walkthrough - camera image classifier
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Quiz
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5.Object detection
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6.Code walkthrough of an object detection app
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1.Introduction
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2.Next steps
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3.Classification and detection
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Quiz
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1.Introduction
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2.Example: Raspberry Pi
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3.Raspberry pi demo
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4.Microcontrollers
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Quiz
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5.Course 2 Wrap up
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1.Data Pipelines with TensorFlow Data Services
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2.Introduction
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3.Using TFDS
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4.Week1 Quiz and Closing Words
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Quiz
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Programming Assignment: TFDS with Rock, Paper and Scissors
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1.Introduction
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2.Splits and Slices
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3.TFRecord
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4.Week 2 Quiz and Closing Words
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Quiz
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Programming Assignment: Transfer Learning and Splits API
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1.Programming APIs and Column Types
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2.Going over the Notebook
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3.Extracting and Loading Data to Pipelines
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4.Looking at the Code
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5.Loading Data Present Outside TFDS
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6.Week 3 quiz
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Programming Assignment: Classify Structured Data
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1.Tuning and Performance Improvements in your Pipeline
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2.Methodologies to Improve Performance
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3.Best Practices
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4.[Optional] Publishing your Datasets
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5.[Optional] Colab
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Quiz
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6.Course 3 wrap up
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Lab Adding a Dataset of your Own to TFDS
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Programming Assignment: Parallelization with TFDS
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1.TF serving as another deployment option for the model and ways to install it
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2.Building a model and deploying to TF Serving
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3.Passing data to and from the model
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4.Looking into a more complex model using the Fashion MNIST dataset
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Quiz
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Ungraded Assignment - Serving with MNIST
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1.TF Hub
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2.Text based models
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3.Image classification
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Quiz
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TensorFlow Hub assignment
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1.Overview of Tensorboard
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Tensorboard Assignment
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branches
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hooks
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info
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logs
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heads
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origin
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pack
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heads
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origin
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tags
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Misc
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assignment
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data
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ungraded_labs
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data
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assignment
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ungraded_lab
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assignment
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data
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ungraded_labs
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image
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output_files
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assignment
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ungraded_lab
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C2_Device-based-TF-lite
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assignment
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ungraded_labs
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assignment_optional
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cats_vs_dogs
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app
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main
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assets
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view
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drawable
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drawable-v24
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drawable-xxhdpi
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layout
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mipmap-anydpi-v26
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mipmap-hdpi
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mipmap-mdpi
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mipmap-xhdpi
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mipmap-xxhdpi
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mipmap-xxxhdpi
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values
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wrapper
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image_classification
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app
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sample
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main
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assets
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camera
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tflite
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utils
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drawable
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drawable-v24
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layout
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mipmap-anydpi-v26
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mipmap-hdpi
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mipmap-mdpi
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mipmap-xxhdpi
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values
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sample
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wrapper
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object_detection
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app
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main
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assets
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objectdetection
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customview
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env
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tflite
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tracking
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drawable
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drawable-hdpi
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drawable-mdpi
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drawable-v24
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drawable-xhdpi
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drawable-xxhdpi
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drawable-xxxhdpi
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layout
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mipmap-anydpi-v26
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mipmap-hdpi
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mipmap-mdpi
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mipmap-xhdpi
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mipmap-xxhdpi
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mipmap-xxxhdpi
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values
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wrapper
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assignment_optional
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AppDelegate
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0.imageset
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1.imageset
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2.imageset
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3.imageset
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4.imageset
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5.imageset
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6.imageset
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AppIcon.appiconset
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Cells
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Extensions
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Model
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ModelDataHandler
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New Group
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Base.lproj
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ViewController
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CatVsDogClassifierSample.xcodeproj
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xcschemes
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CatVsDogClassifierSample.xcworkspace
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xcshareddata
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lmoroney.xcuserdatad
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Pods
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Pods.xcodeproj
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xcschemes
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Pods-CatVsDogClassifierSample
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TensorFlowLiteC
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TensorFlowLiteSwift
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Headers
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TensorFlowLiteSwift
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AppDelegate
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AppIcon.appiconset
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down_icon.imageset
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tfl_logo.imageset
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up_icon.imageset
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Camera Feed
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Extensions
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Model
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ModelDataHandler
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Base.lproj
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ViewControllers
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ImageClassification.xcodeproj
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xcschemes
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ImageClassification.xcworkspace
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xcshareddata
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lmoroney.xcuserdatad
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xcdebugger
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Pods
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Pods.xcodeproj
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xcschemes
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Pods-ImageClassification
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TensorFlowLiteC
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TensorFlowLiteSwift
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Headers
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TensorFlowLiteSwift
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RunScripts
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AppDelegate
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AppIcon.appiconset
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down_icon.imageset
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tfl_logo.imageset
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up_icon.imageset
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Base.lproj
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Camera Feed
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ModelDataHandler
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ViewControllers
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ObjectDetection.xcodeproj
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xcschemes
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ObjectDetection.xcworkspace
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xcshareddata
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lmoroney.xcuserdatad
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xcdebugger
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Pods.xcodeproj
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xcschemes
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Pods-ObjectDetection
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TensorFlowLiteC
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TensorFlowLiteSwift
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Headers
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TensorFlowLiteSwift
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Sources
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RunScripts
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assignment_optional
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hyperparameter_tuning
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image_classification
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object_detection
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transfer_learning
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C3_Data-pipelines
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assignment
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ungraded_labs
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assignment
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ungraded_labs
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assignment
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data
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data
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A1
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imdb_crop
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0.1.0
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image
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scripts
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url_checksums
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C4_Advanced-deployment
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assignment
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ungraded_labs
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assignment
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ungraded_labs
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assets
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variables
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tf2-preview_mobilenet_v2_classification_4
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variables
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tf2-preview_mobilenet_v2_feature_vector_4
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variables
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saved_model
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variables
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assignment
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data
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images
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ungraded_lab
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