### Course Overview
- **Course Title:** *Curso de Certificación de Ingeniero Asociado en IA* (Associate AI Engineer Certification Course)
- **Instructor:** **School of AI (AI Academy)**
- **Target Audience:**
- Aspiring **AI engineers**
- **Data science professionals** seeking advanced skills
- **Developers** transitioning into AI/ML roles
- Intermediate learners with foundational **Python** and **data science** knowledge
- **Prerequisites:**
- Basic **Python programming** (functions, loops, data structures)
- Introductory **data science** or beginner **AI course** completion
- Familiarity with **algebra, functions, vectors**
- Basic **probability/statistics** (helpful but not mandatory)
- Access to a computer (**Windows/macOS/Linux**) with stable internet
- Willingness to install **Jupyter Notebook, TensorFlow, PyTorch**
### Curriculum Highlights
- **Key Topics Covered:**
- **Feature engineering** for machine learning models
- Model evaluation metrics (**precision, recall, F1, AUC-ROC**)
- Advanced ML algorithms (**decision trees, random forests, gradient boosting, XGBoost**)
- **Deep learning fundamentals** (perceptrons, activation functions, backpropagation)
- **Neural network** architecture design from scratch
- **TensorFlow & Keras** for model training/deployment
- **PyTorch** for deep learning (autograd, optimizers, CNNs)
- **AI agents** (autonomous systems, chatbots, multi-agent coordination)
- **Key Skills Learned:**
- Building and deploying **production-ready ML models**
- Implementing **deep learning** models with **Python**
- Using **TensorFlow/Keras** and **PyTorch** for AI development
- Applying **mathematical concepts** behind neural networks
- Designing **AI agents** for real-world applications
### Course Format
- **Duration:** **21 hours** on-demand video
- **Format:** **Self-paced online** (lifetime access)
- **Resources:**
- **3 articles**
- **3 downloadable resources** (code templates, datasets)
- **Mobile & TV access**
- **Certificate of completion**
### Additional Information
- **Language:** **Spanish** (with subtitles if available)
- **Instructor Credentials:**
- **4.4/5 instructor rating** (10,021 reviews)
- **353,361+ students** enrolled across **91 courses**
- Part of **AI Academy** (specialized in AI/ML education)