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Advanced Machine Learning on Google Cloud

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This path focuses on advanced machine learning topics using Google Cloud Platform where you will get hands-on experience optimizing, deploying, and scaling production ML models of various types in hands-on labs. This specialization picks up where “Machine Learning on GCP” left off and teaches you how to build scalable, accurate, and production-ready models for structured data, image data, time-series, and natural language text. It ends with a course on building recommendation systems.

What You'll Learn

  • Know the best practices for machine learning systems
  • Improve machine learning models’ accuracy with augmentation, feature extraction, and fine-tuning hyperparameters
  • Build image recognition models
  • Predict future values of a time-series
  • Classify free form text
  • Address time-series and text problems with recurrent neural networks
  • Devise a content-based recommendation engine
  • Implement a collaborative filtering recommendation engine
  • Build a hybrid recommendation engine with user and content embeddings
  • Read More

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    From Pluralsight
    Hours 23
    Instructor Authored by Google Cloud
    Language English
    Subjects IT & Networking

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    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

    End-to-End Machine Learning with TensorFlow on GCP (You were viewing this course)

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    Production Machine Learning Systems

    In this course, we will dive into the components and best practices of a high-performing ML system in production environments.

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    Image Understanding with TensorFlow on GCP

    In this course, we will take a look at different strategies for building an image classifier using convolutional neural networks. We'll improve the model's accuracy with...

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    Sequence Models for Time Series and Natural Language Processing on Google Cloud

    In this course, we’ll learn how to make predictions on sequences of data. We’ll cover common business use cases like- 1.time-series prediction and how to deal with more recent...

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    Recommendation Systems with TensorFlow on GCP

    In this course, you'll apply your knowledge of classification models and embeddings to build a ML pipeline that functions as a recommendation engine.

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    Pluralsight

    From Pluralsight
    Hours 23
    Instructor Authored by Google Cloud
    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