From the course: How to Use AI Reasoning Models: Practical Applications with Hands-On Exercises
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Constraints satisfaction problem
From the course: How to Use AI Reasoning Models: Practical Applications with Hands-On Exercises
Constraints satisfaction problem
- [Instructor] A constraints satisfaction problem is a problem where variables must meet specific constraints. This means finding a solution that follows all given rules without conflicts. o-series models are well suited for these problems. They can analyze multiple constraints, find optimal solutions, and handle complex scenarios efficiently. First, from scheduling to logistics, these models help solve problems that require strict rule adherence. Here are some real-world application where the o-series models are making an impact and solving constrained satisfaction problems effectively. Take scheduling, for example. Schools and offices deal with timetables and meetings every day. The challenge is to assign time slots without conflicts. The models can analyze room availability, participant schedules, and dependencies to create efficient plans automatically. Workforce scheduling is another area. Businesses must assign shifts while considering preferences, overtime limits, and skill…
Contents
- (Locked)API features for developers3m 2s
- (Locked)Best practices for prompt engineering with o-series4m 42s
- (Locked)How to set up the lab files3m 12s
- (Locked)Lab 1: Prompt engineering with reasoning models6m 52s
- (Locked)Software development4m
- (Locked)Lab 2: Game development with reasoning models4m 14s
- (Locked)Document risk analysis6m 3s
- (Locked)Lab 3: Fraud detection with reasoning models5m 11s
- (Locked)Constraints satisfaction problem2m 48s
- (Locked)Lab 4: Employee scheduling with reasoning models3m 43s
- (Locked)Visual reasoning5m 28s
- (Locked)Lab 5.1: Complex floor plan analysis with reasoning models lab 5.2 ERD analysis, SQL generation, synthetic data generation5m 8s
- (Locked)Evaluation and benchmarking1m 44s
- (Locked)Understanding and controlling costs3m 20s
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