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Google Cloud

Machine Learning with TensorFlow on Google Cloud Platform

Google Cloud and Google via Coursera Specialization

Overview

What is machine learning, and what kinds of problems can it solve? What are the five phases of converting a candidate use case to be driven by machine learning, and why is it important that the phases not be skipped? Why are neural networks so popular now? How can you set up a supervised learning problem and find a good, generalizable solution using gradient descent and a thoughtful way of creating datasets? Learn how to write distributed machine learning models that scale in Tensorflow, scale out the training of those models. and offer high-performance predictions. Convert raw data to features in a way that allows ML to learn important characteristics from the data and bring human insight to bear on the problem. Finally, learn how to incorporate the right mix of parameters that yields accurate, generalized models and knowledge of the theory to solve specific types of ML problems. You will experiment with end-to-end ML, starting from building an ML-focused strategy and progressing into model training, optimization, and productionalization with hands-on labs using Google Cloud Platform. > By enrolling in this specialization you agree to the Qwiklabs Terms of Service as set out in the FAQ and located at: https://qwiklabs.com/terms_of_service

Syllabus

Course 1: How Google does Machine Learning
- Offered by Google Cloud. What is machine learning, and what kinds of problems can it solve? Google thinks about machine learning slightly ... Enroll for free.

Course 2: Launching into Machine Learning
- Offered by Google Cloud. Starting from a history of machine learning, we discuss why neural networks today perform so well in a variety of ... Enroll for free.

Course 3: Introduction to TensorFlow
- Offered by Google Cloud. This course is focused on using the flexibility and “ease of use” of TensorFlow 2.x and Keras to build, train, and ... Enroll for free.

Course 4: Feature Engineering
- Offered by Google Cloud. Want to know how you can improve the accuracy of your ML models? What about how to find which data columns make the ... Enroll for free.

Course 5: Art and Science of Machine Learning
- Offered by Google Cloud. Welcome to the Art and Science of machine learning. This course is delivered in 6 modules. The course covers the ... Enroll for free.

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