Learn ML with Google Cloud. Real-world experimentation with end-to-end ML.
There are 5 Courses in this Specialization
Art and Science of Machine Learning
Introduction to TensorFlow
How Google does Machine Learning
Launching into Machine Learning
WHAT YOU WILL LEARN
Frame a business use case as a machine learning problem.
Gain a broad perspective of machine learning and where it can be used
Convert a candidate use case to be driven by machine learning
Recognize biases that machine learning can amplify.
SKILLS YOU WILL GAIN
Application Programming Interfaces (API)
Google Cloud Platform
Build Input Data Pipeline
About this Specialization
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 <
Applied Learning Project
Intermediate Level Some related experience required.
Approximately 5 months to complete Suggested pace of 5 hours/week
English Subtitles: English, French, Portuguese (European), Russian, Spanish