AI CERTs Guaranteed-to-Run

AI+ Engineer

The AI+ Engineer course by AI CERTs prepares AI developers and machine learning engineers to design and deploy production-ready AI systems, solving the industry gap in practical AI engineering skills—only 35% of enterprises report having in-house expertise to deploy AI at scale. It covers neural networks, LLMs, Generative AI, NLP, and deployment pipelines using Hugging Face and TensorFlow, enabling professionals to build scalable AI solutions that drive innovation.

This course prepares learners for the AI+ Engineer Practitioner™ (AT-330) certification with 30-day lab access at Koenig Solutions, ensuring hands-on mastery. Graduates gain vendor-recognized credentials and the expertise to lead AI initiatives, accelerating career growth into roles like AI Architect or Machine Learning Engineer with competitive salary potential.

40 Hours (5 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 USD 2,400
Dedicated instructor, your schedule Fastest
Public Batch USD 1,950
Group class, fixed schedule Most Popular

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Course Overview

The AI+ Engineer course from AI CERTs is a comprehensive training program designed for professionals aiming to master the end-to-end development and deployment of artificial intelligence systems. Officially designated as AT-330, this course prepares candidates for the AI+ Engineer Practitioner™ certification exam and serves roles such as AI Engineer, Machine Learning Engineer, and Applied AI Developer. With demand for AI engineering talent surging by 143% year-over-year and a global talent gap of 3.2 to 1, this certification addresses a critical industry need. Participants gain foundational and advanced knowledge in AI architecture, neural networks, Large Language Models (LLMs), Generative AI, and Natural Language Processing (NLP), making it ideal for data scientists, software engineers, and IT specialists seeking to specialize in production-grade AI solutions.

This course emphasizes hands-on proficiency with key AI technologies and platforms, including Hugging Face for transfer learning, TensorFlow for neural network development, and frameworks for building Graphical User Interfaces (GUIs) for AI applications. Students engage in practical labs conducted in a cloud-based environment, where they configure and deploy AI models using real-world scenarios. A core project involves building a complete AI communication and deployment pipeline, integrating NLP techniques with pretrained models and implementing retrieval-augmented generation (RAG) systems. These labs provide direct experience with the full AI stack, ensuring learners gain competence in designing, optimizing, and deploying scalable AI solutions that align with current industry practices.

By completing the AI+ Engineer AT-330 program, candidates are fully prepared for the AI+ Engineer Practitioner™ certification, an industry-recognized credential that validates expertise in applied AI engineering. Certified professionals are well-positioned for career advancement, with AI engineers in the United States earning a median salary of $145,080 and AI-skilled roles commanding up to a 25% wage premium. Koenig Solutions enhances this training with official courseware, 1-on-1 mentoring, and Guaranteed-to-Run scheduling, ensuring reliable access to expert-led instruction. Graduates emerge ready to lead AI innovation, equipped to design intelligent systems that drive real-world business impact.

What You'll Learn

Architect foundational AI systems and governance frameworks to ensure responsible development and deployment of AI solutions.
Deploy neural network models using TensorFlow and PyTorch to build robust, scalable AI applications.
Fine-tune Large Language Models to enhance natural language processing capabilities and performance metrics.
Automate content generation and data synthesis pipelines using Generative AI and GANs to improve output quality.
Optimize model performance by applying Transfer Learning with Hugging Face to reduce training time by up to 40 percent and improve accuracy.
Engineer production-ready GUIs and CI/CD deployment pipelines for AI solutions to enable seamless integration and user-friendly interfaces.

Skills You'll Gain

Neural Networks Large Language Models Generative AI Natural Language Processing Transfer Learning Hugging Face Models AI Deployment Pipeline AI Communication Pipeline GUI for AI Applications BERT for NLP Transformer Models AI Model Finetuning Python for AI AI Architecture Design AI Prototyping AI Ethics AI Project Lifecycle

Prerequisites

Recommended knowledge before taking this course
  • AI+ Data Practitioner or AI+ Developer Practitioner certification, or equivalent foundational knowledge, provides the base required to master the AI+ Engineer curriculum and pass the hands-on coding lab portion of the AI+ Engineer exam.
  • Proficiency in Python is required to pass the hands-on coding lab portion of the AI+ Engineer exam, specifically requiring mastery of control flow, functions, data structures, and the ability to build and optimize AI models.
  • Knowledge of linear algebra including matrices and vectors, calculus including derivatives and gradients, and statistics is required to interpret data and develop accurate AI algorithms for the AI+ Engineer exam.
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Certification Exam

Everything you need to know about the AT-330 certification exam

Exam Details
Exam Name
AT-330
Exam Cost
$399
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates may retake the AI+ Engineer exam after 14 days, with a 3-attempt limit per year. Each attempt requires the full $399 fee.
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AI+ Engineer

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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– AI+ Engineer Foundations and AI CERTs Principles
AI+ Engineer Introduction Essential AI Core Concepts Ethical AI Frameworks Evolution of Artificial Intelligence Machine Learning Principles Machine Learning Model Types Deep Learning Fundamentals AI Industry Applications
2
Day 2– Mastering AI Architecture with AI CERTs
AI Architecture Overview AI System Components AI Development Lifecycle Data Planning and Collection Model Building and Deployment AI System Performance Monitoring AI Environment Setup Lab AI System Structural Design
3
Day 3– Neural Networks for AI+ Engineer Certification
Neural Network Basics Activation Function Mechanics Backpropagation and Optimization Neural Network Lab Image Processing Networks Sequential Data Networks Neural Network Implementation Deep Learning Frameworks
4
Day 4– LLMs and Generative AI by AI CERTs
Large Language Models Study Modern LLM Architectures Language Model Fine-tuning Text Classification Lab GANs Introduction Variational Autoencoder Use Realistic Data Generation Generative Image Synthesis Lab
5
Day 5– NLP, Transfer Learning and AI+ Engineer Deployment
Real-world NLP Scenarios Transformers and Attention BERT NLP Task Mastery Pretrained NLP Pipeline Lab Hugging Face Transfer Learning Transfer Learning Methodologies Hugging Face Implementation Lab AI Deployment Pipeline Building

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Hands-On Lab

Live Lab Sandbox

Real Environment

Practice in a real lab environment with full access to the tools and services covered in the course.

30+ Guided Labs

30+

Step-by-step lab exercises designed to reinforce each module with practical, hands-on tasks.

Lab Manual Included

Full Guide

Comprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.

Post-Training Access

30 Days

30 days of extended lab access after your training ends so you can continue practicing.

Career Outcomes

82%

of AT-330 certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the AT-330 certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

5
  • AI Engineer
  • Machine Learning Engineer
  • AI Software Engineer
  • MLOps Engineer
  • AI Systems Architect

Companies Hiring

5,000+
Google Microsoft Amazon NVIDIA Accenture Deloitte IBM Meta Apple

and 5,000+ organizations worldwide seeking AT-330 certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
100%

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