# Fine-Tuning and Deployment of Large Language Models

- [Requirements for a Certificate of Achievement or ECTS](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/requirements-for-a-certificate-of-achievement-or-ects.md)
- [Preparation](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/preparation.md)
- [Week 1 - General Introduction](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-1-general-introduction.md)
- [Week 2 - Project Definition and Introduction to Fine-Tuning](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-1-general-introduction-1.md)
- [Week 3 - Fine-Tuning Characteristics](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-3-fine-tuning-characteristics.md)
- [Week 4 - Model Evaluation](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-4-model-evaluation.md)
- [Week 8 - Tokenization for Instruction Tuning](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-8-tokenization-for-instruction-tuning.md)
- [Week 9 - Efficient Inference](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-9-efficient-inference.md)
- [Week 10 - Project Presentations](/opencampus-machine-learning-program/courses/archive/application-of-transformer-models/week-10-project-presentations.md)