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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? Our certification & training courses teaches you how to write distributed machine learning models that scale in Tensorflow 2.x, 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.
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What You'll Learn

  • Think strategically and analytically about ML as a business process and consider the fairness implications with respect to ML
  • How ML optimization works and how various hyperparameters affect models during optimization
  • How to write models in TensorFlow using both pre-made estimators as well as custom ones and train them locally or in Cloud AI Platform
  • Why feature engineering is critical to success and how you can use various technologies including Cloud Dataflow and Cloud Dataprep

Who Should Attend

  • Aspiring machine learning data scientists and engineers
  • Machine learning scientists, data scientists, and data analysts who want exposure to machine learning in the cloud using TensorFlow 2.x and Keras.
  • Data engineers
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Prerequisites

  • Some familiarity with basic machine learning concepts
  • Basic proficiency with a scripting language - Python preferred

Learning Journey

Coming Soon...

Module 1: How Google Does Machine Learning
  • Develop a data strategy around machine learning.
  • Examine use cases that are then reimagined through an ML lens.
  • Recognize biases that ML can amplify.
  • Leverage Google Cloud Platform tools and environment to do ML.
  • Learn from Google's experience to avoid common pitfalls.
  • Carry out data science tasks in online collaborative notebooks.
  • Invoke pre-trained ML models from Cloud Datalab.
Module 2: Launching into Machine Learning
  • Identify why deep learning is currently popular.
  • Optimize and evaluate models using loss functions and performance metrics.
  • Mitigate common problems that arise in machine learning.
  • Create repeatable and scalable training, evaluation, and test datasets.
Module 3:Intro to TensorFlow
  • Create machine learning models in TensorFlow.
  • Use the TensorFlow libraries to solve numerical problems.
  • Troubleshoot and debug common TensorFlow code pitfalls.
  • Use tf_estimator to create, train, and evaluate an ML model.
  • Train, deploy, and productionalize ML models at scale with Cloud ML Engine.
Module 4: Feature Engineering
  • Turn raw data into feature vectors.
  • Preprocess and create new feature pipelines with Cloud Dataflow.
  • Create and implement feature crosses and assess their impact.
  • Write TensorFlow Transform code for feature engineering.
Module 5: The Art and Science of ML
  • Optimize model performance with hyperparameter tuning.
  • Experiment with neural networks and fine-tune performance.
  • Enhance ML model features with embedding layers.
  • Create reusable custom model code with the Custom Estimator.
This course is not associated with any certification.

Frequently Asked Questions (FAQs)

  • Why get Google Cloud Platform (GCP) certified?

    Google Cloud certifications validate your expertise in cloud technologies and your proficiency in using Google Cloud Platform's vast array of services.

    These certifications are recognized globally and highly sought after by employers, as they demonstrate your ability to design, develop, and manage scalable and secure cloud solutions on GCP.

    Google Cloud-certified professionals are in high demand, opening doors to new career opportunities and higher earning potential.

  • What to expect for the examination?

    Google Cloud offers a variety of certification exams across different levels (Foundational, Associate, and Professional) covering various job roles and specializations.

    The exams typically consist of multiple-choice and multiple-select questions, as well as scenario-based questions that assess your ability to apply your knowledge in real-world situations.

    Note: Certification requirements and policies may be updated by Google Cloud from time to time. We apologize for any discrepancies; do get in touch with us if you have any questions.

  • How long is Google Cloud Platform (GCP) certification valid for?

    Most Google Cloud certifications, including Professional-level certifications, are valid for two years from the date of passing the exam.

    The Cloud Digital Leader and Associate Cloud Engineer certifications are valid for three years from the date of passing the exam.

    To maintain your certification, you will need to recertify by passing the latest version of the same exam or an equivalent higher-level certification exam before your current certification expires.

    You will receive a notification from Google Cloud prior to your certification's expiration date.

    Note: Certification requirements and policies may be updated by Google Cloud from time to time. We apologize for any discrepancies; do get in touch with us if you have any questions.

  • Why take this course with Trainocate?

    Here’s what sets us apart:

    - Global Reach, Localized Accessibility: Benefit from our geographically diverse training hubs in 16 countries (and counting!).

    - Top-Rated Instructors: Our team of subject matter experts (with high average CSAT and MTM scores) are passionate to help you accelerate your digital transformation.

    - Customized Training Solutions: Choose from on-site, virtual classrooms, or self-paced learning to fit your organization and individual needs.

    - Experiential Learning: Dive into interactive training with our curated lesson plans. Participate in hands-on labs, solve real-world challenges, and take on comprehensive assessments.

    - Learn From The Best: With 30+ authorized training partnerships and countless awards from Microsoft, AWS, Google – you're guaranteed learning from the industry's elite.

    - Your Bridge To Success: We provide up-to-date course materials, helpful exam guides, and dedicated support to validate your expertise and elevate your career.

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