🎓CURSO PROMPT ENGINEERING en Español - GRATIS - 🤖CLASE 06- ZERO SHOT, ONE-SHOT, FEW-SHOT PROMPTING
How to Train AI Models for Specific Tasks
Introduction to AI Training Techniques
- Joaquín Barberá introduces the session, focusing on training AI models for specific tasks using labeled examples.
- The concept of "Zero-Shot Learning" and "One-Shot Learning" is introduced, emphasizing how these methods allow AI to provide more accurate responses based on learned patterns.
Understanding Zero-Shot and One-Shot Learning
- Zero-Shot Learning: The model performs tasks without any prior training or labeled examples.
- One-Shot Learning: Involves providing a single labeled example for the model to learn from.
- Few-Shot Learning: Multiple labeled examples are provided, allowing the model to learn more complex tasks effectively.
Practical Examples of Model Training
- An example is given where a decimal number needs decomposition into units. A zero-shot approach struggles without prior training.
- Using one-shot learning, an example is provided that successfully trains the model to decompose numbers as desired.
Modifying Sentence Structure with AI
- Joaquín discusses changing sentence structures by specifying time, place, and passive voice in responses.
- He demonstrates this with multiple examples where the model learns from patterns rather than explicit instructions.
Combining Techniques for Enhanced Problem Solving
- The discussion shifts towards combining one-shot learning with step-by-step problem-solving approaches (Chain of Thought).
Response of the Model
Training and Problem Solving
- The model has been trained with specific operations, demonstrating its ability to solve mathematical problems effectively.
- An example problem presented includes a series of operations: 8 + 8 - 2 + 1 and 8 + 8 - 3, leading to a correct result of 13.
- The instructor highlights that the model accurately resolves the exercise, showcasing its training effectiveness.
- Engagement is encouraged from viewers, inviting them to leave comments about their enjoyment of the class.