Course Overview
- Course Title: Masterclass de Engenharia de IA: Do Zero ao Herói da IA ([PT])
- Instructor: School of AI (AI Academy)
- Target Audience:
- Beginners with no prior AI experience
- Python programmers seeking AI specialization
- Professionals aiming to transition into AI engineering
- Entrepreneurs/startup founders building AI-driven solutions
- Students/enthusiasts passionate about machine learning, deep learning, and NLP
- Prerequisites:
- Basic Python programming (recommended but not mandatory)
- High school-level math (algebra, basic statistics)
- Stable internet connection and a computer capable of running AI tools
- No prior AI/ML experience required
Curriculum Highlights
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Key Topics Covered:
- Fundamentals of AI & Python for AI
- Data preprocessing, cleaning, and analysis
- Machine learning (regression, classification, clustering)
- Neural networks (CNNs, RNNs, architectures)
- Deep learning with TensorFlow and PyTorch
- Natural Language Processing (NLP) & text generation
- Transfer learning for pre-trained models
- Computer vision applications
- Model deployment with Docker and scalable APIs
- Model monitoring, retraining, and performance optimization
- End-to-end AI project development (ideation to deployment)
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Key Skills Learned:
- Build AI models from scratch using Python, TensorFlow, PyTorch
- Preprocess and analyze complex datasets for high-quality inputs
- Train, evaluate, and optimize ML/DL models
- Design neural networks for advanced applications
- Apply NLP techniques (text analysis, sentiment detection, chatbots)
- Leverage transfer learning to adapt pre-trained models
- Deploy scalable AI solutions with Docker and APIs
- Monitor model drift and implement retraining pipelines
- Solve real-world business/technical challenges with AI
- Develop full-stack AI projects (prototyping to long-term maintenance)
Course Format
- Duration: 32.5 hours on-demand video
- Format: Self-paced online course (lifetime access)
- Resources:
- 2 downloadable resources (code templates, datasets)
- 1 article (supplementary reading)
- Mobile & TV access
- Certificate of completion
- Hands-on projects and exercises
Additional Information
- Language: Portuguese (AI-translated from English)
- Instructor Rating: 4.4/5 (7,271 reviews)
- Students Enrolled: 303,422+
- Course Focus: Practical, project-based learning with real-world AI applications