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Deploying Machine Learning Models in Production (Coursera)

Jul 6th 2022
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 [...]
Jul 6th 2022
Course Auditing
42.00 EUR/month

Supervised Machine Learning: Regression and Classification (Coursera)

Jul 4th 2022
Supervised Machine Learning: Regression and Classification (Coursera)
Course Auditing
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Effort
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In the first course of the Machine Learning Specialization, you will: build machine learning models in Python using popular machine learning libraries NumPy and scikit-learn; build and train supervised machine learning models for prediction and binary classification tasks, including linear regression and logistic [...]

Advanced Learning Algorithms (Coursera)

Jul 4th 2022
Advanced Learning Algorithms (Coursera)
Course Auditing
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In the second course of the Machine Learning Specialization, you will: build and train a neural network with TensorFlow to perform multi-class classification; apply best practices for machine learning development so that your models generalize to data and tasks in the real world; build and use decision trees and [...]

Machine Learning Modeling Pipelines in Production (Coursera)

Jul 4th 2022
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 [...]

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

Jul 4th 2022
Build, Train, and Deploy ML Pipelines using BERT (Coursera)
Course Auditing
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Effort
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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 [...]
Jul 4th 2022
Course Auditing
42.00 EUR/month

Analyze Datasets and Train ML Models using AutoML (Coursera)

Jul 4th 2022
Analyze Datasets and Train ML Models using AutoML (Coursera)
Course Auditing
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Effort
Languages
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 [...]
Jul 4th 2022
Course Auditing
41.00 EUR/month

Generative Deep Learning with TensorFlow (Coursera)

Jul 4th 2022
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 [...]

Custom Models, Layers, and Loss Functions with TensorFlow (Coursera)

Jul 4th 2022
Custom Models, Layers, and Loss Functions with TensorFlow (Coursera)
Course Auditing
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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 [...]

Custom and Distributed Training with TensorFlow (Coursera)

Jul 4th 2022
Custom and Distributed Training with TensorFlow (Coursera)
Course Auditing
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Effort
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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 [...]