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AWS ML – Developer Certification Preparation
An in-depth course to prepare students for the AWS Machine Learning Certification.
80 hours
Artificial Intelligence and Machine Learning
80 hours
Artificial Intelligence and Machine Learning
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ABOUT THE PROGRAM

In recent years, AWS Machine Learning has gained considerable ground as it helps developers build ‘smart’ applications quickly that can complete a range of tasks. These valuable tasks range from fraud detection, demand forecasting, and predictive customer support to reviewing customer feedback, quick prediction, and more. Demand for effective Cloud solutions is also on the rise and AWS is one of the leaders in this market. Therefore, a certification in AWS Machine Learning has become an asset. Companies, clients, and job recruiters all look for the sought-after qualification on every candidate’s cv.
In this course, students will learn the fundamentals of Machine Learning, writing projects from start to end using the AWS ML/AI services. Students will delve into the theoretical and more practical tiers during their learning process, becoming experts in engineering, analysis, modeling, and implementing.

The course covers the following topics:

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Intro to ML and CRISP-DM
  • Definition of learning systems
  • Goals of machine Learning
  • Aspects of developing learning systems
  • CrispDM Model overview
AI/ML frameworks using python
  • SciPy basics
  • NumPy basics
  • MatplotLib basics
  • TensorFlow basics
  • Choosing the right framework for your project
Data Engineering
  • Data ingestion techniques
  • Data transformation techniques
Data Analysis
  • Data Sanitizing
  • Feature engineering
  • Data visualization
Data modelling for ML
  • Selecting the right model
  • Training models
  • Model optimization
  • Evaluate the model
ML Implementation and operations
  • Build ML solutions for performance, availability, scalability and fault tolerance
  • Selecting the appropriate service got the problem
  • Security practices for ML
  • Deploying the solution
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ABOUT SOTERIA GLOBAL

SOTERIA Global is a global leader in cyber-security training solutions and services.

The cyber world is now a part of our everyday life. New technology emerges daily, and as opportunities increase, so do cyber risks. Threats constantly evolve, and we must protect our valuable assets.

A successful cyber defense has many factors, but they all have one thing in common: dedicated, skilled individuals.

SOTERIA Global experts develop our solutions and rely on the best technological assets in the market. Our impressive global presence expands over four continents, giving us access to the best cybersecurity professionals.

Our solutions range from customized training programs to developing cyber-oriented facilities, ensuring that individuals and organizations are ready to face real-world threats. Over the years, we have worked with various organizations across many sectors, giving us the skillset to shape and adapt our solutions to meet our client’s needs.

COURSE INFO

Target audience

    • Experienced Python developers
    • Experienced AI and ML architects

Prerequisites

    • 2+ years of Python programming experience

Skills Gained

    • Knowing Crisp-SM
    • Understanding AI/ML frameworks
    • Data ingestion and transformation techniques
    • Building AI/ML solutions using AWS tools and services
    • AI/ML data modeling

INTERESTED? CONTACT US