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Deploying Machine Learning Models in Production (Coursera)

Sep 29th 2021
Deploying Machine Learning Models in Production (Coursera)
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In the fourth course of Machine Learning Engineering for Production Specialization, you will learn how to deploy ML models and make them available to end-users. You will build scalable and reliable hardware infrastructure to deliver inference requests both in real-time and batch depending on the use case. You will [...]
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Machine Learning Modeling Pipelines in Production (Coursera)

Sep 27th 2021
Machine Learning Modeling Pipelines in Production (Coursera)
Course Auditing
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In the third course of Machine Learning Engineering for Production Specialization, you will build models for different serving environments; implement tools and techniques to effectively manage your modeling resources and best serve offline and online inference requests; and use analytics tools and performance metrics to address model fairness, explainability [...]
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Sep 27th 2021
Course Auditing
41.00 EUR/month

Build, Train, and Deploy ML Pipelines using BERT (Coursera)

Sep 27th 2021
Build, Train, and Deploy ML Pipelines using BERT (Coursera)
Course Auditing
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In the second course of the Practical Data Science Specialization, you will learn to automate a natural language processing task by building an end-to-end machine learning pipeline using Hugging Face’s highly-optimized implementation of the state-of-the-art BERT algorithm with Amazon SageMaker Pipelines. Your pipeline will first transform the dataset into [...]
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Sep 27th 2021
Course Auditing
40.00 EUR/month

Analyze Datasets and Train ML Models using AutoML (Coursera)

Sep 27th 2021
Analyze Datasets and Train ML Models using AutoML (Coursera)
Course Auditing
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In the first course of the Practical Data Science Specialization, you will learn foundational concepts for exploratory data analysis (EDA), automated machine learning (AutoML), and text classification algorithms. With Amazon SageMaker Clarify and Amazon SageMaker Data Wrangler, you will analyze a dataset for statistical bias, transform the dataset into [...]
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Sep 27th 2021
Course Auditing
40.00 EUR/month

Generative Deep Learning with TensorFlow (Coursera)

Sep 27th 2021
Generative Deep Learning with TensorFlow (Coursera)
Course Auditing
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In this course, you will: a) Learn neural style transfer using transfer learning: extract the content of an image (eg. swan), and the style of a painting (eg. cubist or impressionist), and combine the content and style into a new image; b) Build simple AutoEncoders on the familiar MNIST [...]
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Custom Models, Layers, and Loss Functions with TensorFlow (Coursera)

Sep 27th 2021
Custom Models, Layers, and Loss Functions with TensorFlow (Coursera)
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In this course, you will: • Compare Functional and Sequential APIs, discover new models you can build with the Functional API, and build a model that produces multiple outputs including a Siamese network; • Build custom loss functions (including the contrastive loss function used in a Siamese network) in [...]
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Sep 27th 2021
Course Auditing
41.00 EUR/month

Custom and Distributed Training with TensorFlow (Coursera)

Sep 27th 2021
Custom and Distributed Training with TensorFlow (Coursera)
Course Auditing
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In this course, you will: • Learn about Tensor objects, the fundamental building blocks of TensorFlow, understand the difference between the eager and graph modes in TensorFlow, and learn how to use a TensorFlow tool to calculate gradients; • Build your own custom training loops using GradientTape and TensorFlow [...]
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Natural Language Processing with Attention Models (Coursera)

This course is for students of machine learning or artificial intelligence as well as software engineers looking for a deeper understanding of how NLP models work and how to apply them.
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Advanced Deployment Scenarios with TensorFlow (Coursera)

Bringing a machine learning model into the real world involves a lot more than just modeling. This Specialization will teach you how to navigate various deployment scenarios and use data more effectively to train your model. In this final course, you’ll explore four different scenarios you’ll encounter when deploying [...]
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Natural Language Processing with Sequence Models (Coursera)

In Course 3 of the Natural Language Processing Specialization, offered by deeplearning.ai, you will: a) Train a neural network with GLoVe word embeddings to perform sentiment analysis of tweets, b) Generate synthetic Shakespeare text using a Gated Recurrent Unit (GRU) language model, c) Train a recurrent neural network to [...]
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