The benefit of obtaining the Professional Machine Learning Engineer - Google Certification

• Professional Cloud Architect was the highest paying certification of 2020 and 2019
• More than 1 in 4 of Google Cloud certified individuals took on more responsibility or leadership roles at work
• 87% of Google Cloud certified individuals are more confident about their cloud skills

Understanding functional and technical aspects of Professional Machine Learning Engineer - Google ML Pipeline Automation & Orchestration

The following will be discussed in Google Professional-Machine-Learning-Engineer exam dumps:

Design pipeline. Considerations include:

• Hybrid or multi-cloud strategies
• Hooking into model and dataset versioning
• A/B and canary testing
• Use CI/CD to test and deploy models
• Orchestration framework
• Decoupling components with Cloud Build
• Organization and tracking experiments and pipeline runs
• Constructing and testing of parameterized pipeline definition in SDK
• Implement serving pipeline
• Hooking models into existing CI/CD deployment system
• Setup of trigger and pipeline schedule
• Performing data validation
• Storing data and generated artifacts
• Track and audit metadata
• Google Cloud serving options
• Identification of components, parameters, triggers, and compute needs
• Tuning compute performance
• Model binary options
• Model/dataset lineage
• Testing for target performance
• Implement training pipeline

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Understanding functional and technical aspects of Professional Machine Learning Engineer - Google Data Preparation and Processing

The following will be discussed in Google Professional-Machine-Learning-Engineer exam dumps:

• Data validation
• Evaluation of data quality and feasibility
• Data ingestion
• Handling outliers
• Build data pipelines
• Design data pipelines
• Feature crosses
• Data exploration (EDA)
• Handling missing data
• Statistical fundamentals at scale
• Ingestion of various file types (e.g. Csv, json, img, parquet or databases, Hadoop/Spark)
• Batching and streaming data pipelines at scale
• Encoding structured data types
• Data privacy and compliance
• Data leakage and augmentation
• Class imbalance
• Streaming data (e.g. from IoT devices)
• Database migration
• Visualization
• Monitoring/changing deployed pipelines
• Feature selection
• Feature engineering
• Managing large samples (TFRecords)
• Transformations (TensorFlow Transform)

Reference: https://cloud.google.com/certification/guides/machine-learning-engineer

Exam Topics

The successful performance in the Google Professional Machine Learning Engineer certification test requires a good comprehension of its topics. The exam syllabus consists of six sections that are described below:

• Architecting Machine Learning Solutions

  Here the examinees need to demonstrate their proficiency in designing reliable, scalable, and highly available Machine Learning solutions. Besides that, the test takers need to be capable of selecting the proper Google Cloud hardware components, including evaluating accelerator and compute options (for example, CPU, TPU, GPU, edge devices). Lastly, they need to have the expertise in designing an architecture that meets the security concerns across the industries/sectors.

• Monitoring, Optimizing, and Maintaining Machine Learning Solutions

  This objective evaluates the competency of the applicants in monitoring and troubleshooting the Machine Learning solutions. The individuals should also be able to tune the performance of Machine Learning for training and serving in production. This involves the ability to optimize and simplify the input pipeline for training as well as knowledge of the simplification techniques.

• Developing Machine Learning Models

  To answer the questions related to this section, the learners should know how to build, test, and train models. They should also possess the skills in scaling model training as well as serving, including distributed training and scaling prediction service (for instance, containerized serving, AI Platform Prediction, etc.).

• Framing Problems Related to Machine Learning

  Within this subject area, the candidates should be capable of translating business challenges into the Machine Learning use cases. They should also possess the skills in determining the Machine Learning problems, identifying the business success criteria, as well as defining risks to the feasibility of the Machine Learning solutions.

• Automating & Orchestrating Machine Learning Pipelines

  This module encompasses one’s competency in designing & implementing training pipelines. This includes your ability to define the components, triggers, parameters, and compute needs; understanding of the orchestration framework; familiarity with the multi-Cloud or hybrid strategies; knowledge of system design involving the TFX components/Kubeflow DSL. The candidates should also possess the skills in implementing serving pipelines, including serving (online, caching, batch), testing for target performance, configuring trigger & pipeline schedules, among other skills. Apart from that, this part requires the students’ expertise in tracking & auditing metadata.

• Designing Data Preparation & Processing Systems

  The aim of this topic is to measure the individuals’ skills in exploring data (Exploratory Data Analysis). This involves their understanding of visualization, statistical fundamentals at scale, data quality & feasibility evaluation, as well as data constraint establishment. It also evaluates the ability of the test takers to build data pipelines, in particular, organize and optimize training datasets, validate data, handle missing data, handle outliers, etc. You should also know how to create the input features (feature engineering). This envisages the familiarity with encoding structured data types, feature selection, class imbalance, feature crosses, transformations, and more.

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Google Professional-Machine-Learning-Engineer Exam Syllabus Topics: