Deep Learning E1394

Programming Lab Session WS 2023

Lab 1

• Mentimeter quiz: ML basics
• Workstation setup and recap programming:
• GitHub Classroom test run: Template repository and Test assignment
  • Link to classroom

Lab 2

• Mentimeter quiz: Feed-forward Neural Networks
• Introduction to feed-forward neural networks:
• Q&A on problem set

Lab 3

• Mentimeter quiz: Lecture recap
• Architecture design in neural networks:
• Q&A on problem set

Lab 4

• Mentimeter quiz: Lecture recap
• Introduction to Convolutional Neural Networks:

Lab 5

Online lab session: access via link

• Mentimeter quiz: Lecture recap
• Problem Set 1 discussion

Lab 6

• Mentimeter quiz: Lecture recap
• Recurrent Neural Networks:

Lab 7

• Discussion PS2
• Mentimeter quiz: Lecture recap
• Hands-on transformer session:

Lab 8

• Mentimeter quiz: Lecture recap
• Hands-on transformer session (continued):

Lab 9

• Mentimeter quiz: Lecture recap
• Fine-tuning Generative LLMs:

Lab 10

• Mentimeter quiz: Lecture recap
• RNNs, LSTMs, Encoder-Decoder architectures:

Lab 11

• Mentimeter quiz: programming recap
• Data wrangling with pandas:
• Data quality and data cleaning: