{
  "Pre training objectives": "https://www.youtube.com/watch?v=WZOqXkld9mk&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=19",
  "Pre trained models": "https://www.youtube.com/watch?v=NB_4dkfJf_w&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=20",
  "Tutorial: Introduction to huggingface": "https://www.youtube.com/watch?v=dHqggovEOwk&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=21",
  "Fine tuning LLM": "https://www.youtube.com/watch?v=eC6Hd1hFvos",
  "Instruction tuning": "https://www.youtube.com/watch?v=TPDiqPnJDTs&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=22",
  "Prompt based learning": "https://www.youtube.com/watch?v=sXPggianwos&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=23",
  "Parameter efficient fine tuning": "https://www.youtube.com/watch?v=S0l-qUniC54&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=30",
  "Incontext Learning": "https://www.youtube.com/watch?v=eyNLkiQ89KI&t=378s",
  "Prompting methods": "https://www.youtube.com/watch?v=6BXqKzOwObo&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=24",
  "Multiprompt Learning": "https://www.youtube.com/watch?v=6BXqKzOwObo&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=24",
  "Prompt aware training methods": "https://www.youtube.com/watch?v=K3MasIU25Zw&t=3s",
  "Retrieval Methods": "https://www.youtube.com/watch?v=oJvFO2QwuvI",
  "Retrieval Augmented Generation": "https://www.youtube.com/watch?v=mE7IDf2SmJg",
  "Model Distillation": "https://www.youtube.com/watch?v=Kx5x3HYBDls&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=31",
  "Quantization": "https://www.youtube.com/watch?v=Kx5x3HYBDls&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=31",
  "Model Quantization": "https://www.youtube.com/watch?v=Kx5x3HYBDls&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=31",
  "Model Pruning": "https://www.youtube.com/watch?v=Kx5x3HYBDls&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=31",
  "Mixture of Experts Model": "https://www.youtube.com/watch?v=U8J32Z3qV8s",
  "Agentic AI": "https://www.youtube.com/watch?v=kJLiOGle3Lw",
  "Multimodal LLMs": "https://www.youtube.com/watch?v=cYfKQ6YG9Qo",
  "Vision Language Models": "https://www.youtube.com/watch?v=rUQUv4u7jFs",
  "Policy learning using DQN": "https://www.youtube.com/watch?v=0BsWItDlpxA&list=PLp6ek2hDcoNDDRINFiWGDlPKUwW-g1Hjk&index=26",
  "RLHF": "https://www.youtube.com/watch?v=2MBJOuVq380"
}