Advance Your Career with AI: Associate Engineer Certification Course

Enroll in this Free Udemy Course and master AI concepts now!

Elevate your AI skills with the Associate Engineer Certification Course: a hands-on intermediate program designed to help you build real-world expertise in machine learning, deep learning, and AI agent development. Whether you are an aspiring AI engineer, a data science professional, or a developer looking to enhance your skills, this course offers a solid foundation in advanced AI techniques and in-demand tools like TensorFlow and PyTorch.

We start with Feature Engineering and Model Evaluation, teaching you how to prepare data for machine learning, extract meaningful features, and assess model performance using metrics such as accuracy, recall, F1 score, and ROC-AUC. These skills are essential for building models that are accurate, reliable, and production-ready.

Next, we delve into Advanced Machine Learning Algorithms, where you will explore real-world implementations of decision trees, random forests, gradient boosting, XGBoost, and ensemble learning. You’ll understand when and how to apply each algorithm based on the type of data and problem at hand. Then, we dive into Neural Networks and Deep Learning Fundamentals, giving you a clear understanding of perceptrons, activation functions, backpropagation, and network architectures, laying the foundation for you to build your own deep learning models from scratch.

The course culminates in practical experience programming various algorithms from the ground up. You will reinforce both theoretical and practical understanding of the most popular models while strengthening your Python skills and mathematical reasoning. By the end of this course, you will have the confidence to build and deploy advanced ML models, understand the mathematics and code behind neural networks, use TensorFlow and PyTorch effectively, and prepare yourself for more specialized AI roles or certifications. Join thousands of students and earn your Associate Engineer in AI certificate today—the next step towards becoming a full-stack AI engineer!

What you will learn:

  • Perform advanced feature engineering for machine learning models
  • Evaluate model performance using accuracy, recall, F1, and AUC
  • Apply algorithms like decision trees, random forests, and gradient boosting
  • Understand deep learning concepts such as activation and backpropagation
  • Build neural networks from scratch using Python
  • Train and deploy models using TensorFlow and Keras
  • Use PyTorch to build, optimize, and evaluate deep learning models
  • Understand the fundamentals of AI agents and their applications in the real world

Course Content:

  • Sections: 8
  • Lectures: 40
  • Duration: 30 hours

Requirements:

  • Basic programming knowledge in Python, including functions, loops, and data structures
  • Completion of an introduction to data science or a beginner AI course
  • Familiarity with basic math concepts such as algebra, functions, and vectors
  • Some understanding of probability and statistics is helpful but not required
  • A computer (Windows, macOS, or Linux) with stable internet access
  • Ability to install and work with tools like Jupyter Notebook, TensorFlow, and PyTorch (installation instructions provided)
  • Curiosity and motivation to explore intermediate to advanced AI concepts
  • Willingness to engage in hands-on coding and project-based learning

Who is it for?

  • Aspiring AI engineers ready to go beyond the basics
  • Software developers wanting to transition into AI or enhance their machine learning skills
  • Junior data analysts or data scientists looking to specialize in AI-driven solutions
  • Computer science students seeking practical experience with real-world machine learning frameworks
  • Tech professionals wanting to build a portfolio of intermediate-level AI projects
  • Product managers and technical leads needing a deeper understanding of how AI models are trained, evaluated, and deployed.

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