За курса
Умения, които ще придобиеш
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Моделиране на регресионни и класификационни задачи
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Работа с таблични данни и изображения
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Работа с естествени езици и времеви редове
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Дебъгване на проблеми и гарантиране на резултати
Теми
- 1. Resources
- 2. Course Introduction
- 3. Introduction to Deep Learning. Basic Models
- 4. Exercise: Introduction to Deep Learning. Basic Models
- 5. Training and Improving Neural Networks
- 6. Exercise: Training and Improving Neural Networks
- 7. Neural Networks for Images
- 8. Exercise: Neural Networks for Images
- 9. Embeddings, Attention, Transformer
- 10. Exercise: Embeddings, Attention and Transformer
- 11. LLMs: OpenAI API, Text, Images and Fine-Tuning
- 12. Exercise: LLMs: OpenAI API, Text, Images and Fine-Tuning
- 13. Exam Preparation and Q&A
- 14. Regular Exam
- 15. Retake Exam