Welcome to the AI fundamentals section! This guide provides essential knowledge for beginners to understand the core concepts of artificial intelligence.
🔍 Learning Path
🧠 Core Concepts
- What is AI?
- Machine Learning vs. Deep Learning
- Neural Networks basics
- Key AI applications
💻 Programming Skills
- Python for AI development
- TensorFlow/PyTorch introduction
- Data preprocessing techniques
📊 Data Understanding
- Types of datasets in AI
- Feature engineering
- Model evaluation metrics
📚 Recommended Resources
- Artificial Intelligence: A Modern Approach (Classic textbook)
- Google's Machine Learning Crash Course
- AI Tutorials on YouTube
🧠 Practice Projects
- Image classification with TensorFlow
- Sentiment analysis using NLP
- Reinforcement learning basics
🌐 Further Reading
Check out our Advanced AI Topics for deeper exploration.