AI Engineer Associate Certificate Course

Course Overview

• Course Title: AI Engineer Associate Certificate Course
• Instructor: Jet Drag Academy
• Target Audience: Aspiring AI engineers, data science practitioners, developers seeking to upskill
• Prerequisites:
  • Basic knowledge of Python programming, including functions, loops, and data structures
  • Prior exposure to introductory data science or completion of a beginner-level AI course
  • Familiarity with basic mathematics concepts such as algebra, functions, and vectors
  • Some understanding of probability and statistics is helpful but not mandatory
  • 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 are provided)
  • Curiosity and motivation to explore intermediate-to-advanced AI concepts
  • Willingness to engage in hands-on coding and practice-based learning

Curriculum Highlights

• Key Topics Covered:
  • Perform advanced feature engineering for machine learning models
  • Evaluate model performance using precision, recall, F1, and AUC
  • Apply decision trees, random forests, and gradient boosting algorithms
  • Understand deep learning concepts like 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 real-world applications
• Key Skills Learned:
  • Advanced feature engineering
  • Model evaluation metrics
  • Implementation of decision trees, random forests, and gradient boosting
  • Deep learning fundamentals
  • Building neural networks
  • Model training and deployment using TensorFlow and Keras
  • Deep learning model optimization and evaluation using PyTorch
  • AI agent development and real-world applications

Course Format

• Duration: 19 hours on-demand video
• Format: Self-paced online course
• Resources:
  • Role Play
  • 25 downloadable resources
  • Access on mobile and TV
  • Certificate of completion