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Applied Machine Learning: Deep Learning for Industry (Adaptilab)


Model Execution - TensorBoard Discover how TensorBoard can be used to visualize machine learning. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6265994857152512). Model Execution - Quiz Have questions about Quiz? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6605503431966720). Data Pipeline - Protocol Buffer Discover the benefits of using protocol buffers in TensorFlow. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6429930369843200). Data Pipeline - TFRecords Learn how protocol buffers are stored in TFRecords files. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/4980648282423296). Data Pipeline - Features Understand how data features are represented in TensorFlow. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6369284525654016). Data Pipeline - Dataset Learn how datasets are represented in TensorFlow's input pipeline. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6106548189265920). Data Pipeline - Mapping Transform each individual observation in a dataset through mapping. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/5625117520429056). Data Pipeline - Configuration Configure a dataset with shuffling, repetitions, and batch size. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6752698672087040). Data Pipeline - Input Layer Combine data features into an input layer for a neural network. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/5501823102222336). Model Execution - Evaluation Learn how to evaluate a pre-trained model stored in a checkpoint. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/5598324440694784). Model Execution - Predictions Restore an inference model and make predictions on an input dataset. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6229584439672832). Model Execution - Regression Understand the difference between regression and classification models. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/5181901591543808). Model Execution - Estimator Predict Use the Estimator API to make predictions with the regression model. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/5200305392189440). What you'll learn in this course - Overview Have questions about Overview? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6465723280916480). Data Pipeline - Introduction Have questions about Introduction? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/5506833013800960). Data Pipeline - Parsing Parse data from serialized protocol buffers. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/4961909642100736). Data Pipeline - Dataset Iteration Iterate through a dataset to extract individual data observations. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6533524981022720). Data Pipeline - Feature Columns Learn about feature columns and how they're used to extract data features. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/4573944877154304). Model Execution - Introduction An overview of the development process for machine learning models. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6161274394116096). Model Execution - Training Learn about efficient and structured training in TensorFlow. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6228078483210240). Data Pipeline - Quiz Have questions about Quiz? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6128774108151808). Model Execution - EstimatorSpec Use the EstimatorSpec object to organize training, evaluation, and prediction. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/5297401852067840). Model Execution - Checkpoint Understand how checkpoints are used to save and load TensorFlow models. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6235149308002304). Model Execution - Estimator Eval Use the Estimator API to evaluate the regression model. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/4627806921162752). Model Execution - Save For Inference Save a condensed model to be used for inference on real-time data. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6668500502315008). Model Execution - Estimator Learn how to use TensorFlow's Estimator API for model development. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/5689292686884864). Model Execution - Estimator Train Use the Estimator API to train a regression model. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/6598392304107520/6306898515066880).
About the Applied Machine Learning: Deep Learning for Industry (Adaptilab) category [Applied Machine Learning: Deep Learning for Industry (Adaptilab)] (1)