Save For Later

Machine Learning on Google Cloud

Save For Later

This path teaches course participants how to write distributed machine learning models that scale in TensorFlow, scale out the training of those models, and offer high-performance predictions. You will learn to 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. You will also 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.

What You'll Learn

  • Think strategically and analytically about machine learning as a business process and consider ML’s fairness implications with respect to ML
  • Understand how ML optimization works and how various hyperparameters affect models during optimization
  • Write models in TensorFlow using both pre-made estimators and custom estimators
  • Train rain them locally or in Cloud AI Platform
  • Understand why feature engineering is critical to success
  • Use essential skills of ML intuition, good judgment and experimentation to finely tune and optimize your ML models for the best performance.
  • How to do hyperparameter tuning with Cloud AI Platform
  • Read More

    OpenCourser is an affiliate partner of Pluralsight and may earn a commission when you buy through our links.

    From Pluralsight
    Hours 18
    Language English
    Subjects IT & Networking

    Similar Courses

    Sorted by relevance

    Careers

    An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

    Research Scientist-Machine Learning $55k

    Cloud Architect - Azure / Machine Learning $75k

    Watson Machine Learning Engineer $81k

    Machine Learning Software Developer $103k

    Software Engineer (Machine Learning) $116k

    Applied Scientist, Machine Learning $130k

    Autonomy and Machine Learning Solutions Architect $131k

    Applied Scientist - Machine Learning -... $136k

    RESEARCH SCIENTIST (MACHINE LEARNING) $147k

    Machine Learning Engineer 2 $161k

    Machine Learning Scientist Manager $170k

    Machine Learning Scientist, Personalization $213k

    Courses in this Paths

    Listed in the order in which they should be taken

    Starts Course Information

    On Demand

    How Google Does Machine Learning

    What is machine learning, and what kinds of problems can it solve? Google thinks about machine learning slightly differently -- of being about logic, rather than just data. We...

    Pluralsight

    Save

    On Demand

    Launching into Machine Learning

    Starting from a history of machine learning, we discuss why neural networks today perform so well in a variety of problems. We then discuss how to set up a supervised learning...

    Pluralsight

    Save

    On Demand

    Introduction to TensorFlow

    In this course, you will learn how to create machine learning models in TensorFlow which is the tool we will use to write machine learning programs. You’ll learn how to use the...

    Pluralsight

    Save

    On Demand

    Feature Engineering

    Want to know how you can improve the accuracy of your ML models? What about how to find which data columns make the most useful features? Welcome to Feature Engineering where we...

    Pluralsight

    Save

    On Demand

    The Art and Science of ML

    Welcome to the art and science of machine learning. In this data science course you will learn the essential skills of ML intuition, good judgment and experimentation to finely...

    Pluralsight

    Save

    Pluralsight

    From Pluralsight
    Hours 18
    Language English
    Subjects IT & Networking

    Careers

    An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

    Research Scientist-Machine Learning $55k

    Cloud Architect - Azure / Machine Learning $75k

    Watson Machine Learning Engineer $81k

    Machine Learning Software Developer $103k

    Software Engineer (Machine Learning) $116k

    Applied Scientist, Machine Learning $130k

    Autonomy and Machine Learning Solutions Architect $131k

    Applied Scientist - Machine Learning -... $136k

    RESEARCH SCIENTIST (MACHINE LEARNING) $147k

    Machine Learning Engineer 2 $161k

    Machine Learning Scientist Manager $170k

    Machine Learning Scientist, Personalization $213k

    Similar Courses

    Sorted by relevance