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Deep Learning with Python, Second Edition.
Published 2021Table of Contents: “…-- 3.3 Keras and TensorFlow: A brief history -- 3.4 Setting up a deep learning workspace -- 3.4.1 Jupyter notebooks: The preferred way to run deep learning experiments -- 3.4.2 Using Colaboratory -- 3.5 First steps with TensorFlow -- 3.5.1 Constant tensors and variables -- 3.5.2 Tensor operations: Doing math in TensorFlow -- 3.5.3 A second look at the GradientTape API -- 3.5.4 An end-to-end example: A linear classifier in pure TensorFlow -- 3.6 Anatomy of a neural network: Understanding core Keras APIs -- 3.6.1 Layers: The building blocks of deep learning -- 3.6.2 From layers to models -- 3.6.3 The "compile" step: Configuring the learning process -- 3.6.4 Picking a loss function -- 3.6.5 Understanding the fit() method -- 3.6.6 Monitoring loss and metrics on validation data -- 3.6.7 Inference: Using a model after training -- Summary -- 4 Getting started with neural networks: Classification and regression -- 4.1 Classifying movie reviews: A binary classification example -- 4.1.1 The IMDB dataset -- 4.1.2 Preparing the data -- 4.1.3 Building your model -- 4.1.4 Validating your approach.…”
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Designing Machine Learning Systems.
Published 2022Table of Contents: “…Infrastructure and Tooling for MLOps -- Storage and Compute -- Public Cloud Versus Private Data Centers -- Development Environment -- Dev Environment Setup -- Standardizing Dev Environments -- From Dev to Prod: Containers -- Resource Management -- Cron, Schedulers, and Orchestrators -- Data Science Workflow Management -- ML Platform -- Model Deployment -- Model Store -- Feature Store -- Build Versus Buy -- Summary -- Chapter 11. …”
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Innovation in Language Teaching and Learning The Case of Japan /
Published 2019Full-text access
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