🎓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.