Nội dung khóa học

  • 1

    Khái quát về khóa học

  • 2

    Week 1: Introduction to LLMs Overview & Architectures

    • 1.1_Slide_Understanding_Fundamentals_of_LLMs

    • 1.1_Record_Understanding_Fundamentals_of_LLMs

    • 1.1_Quiz_Understanding_Fundamentals_of_LLMS_Deadline_21/03/2024

    • 1.2_Coding_HuggingFace_ecosystem

    • 1.2_Record_HuggingFace_ecosystem

    • 1.2_Quiz_HuggingFace_ecosystem_Deadline_26/03/2024
  • 3

    Week 2: Data is your moat!

    • 2.1_Slide_LLM_and_pretraining_overview

    • 2.1_Record_LLM_and_pretraining_overview

    • 2.1_Quiz_LLM_and_pretraining_overview_Deadline_29/03/2024

    • Assignment 1. Project Proposal

    • 2.2_Record_LLM_and_pretraining_overview (part 2)

    • 2.2_Quiz_LLM_and_pretraining_overview_part2_Deadline_03/04/2024
  • 4

    Week 3: Pretraining & Fine-tuning LLMs and RL

    • 3.1_Slide_Pretraining_&_Fine-tuning_LLMs

    • 3.1_Record_Pretraining_&_Fine-tuning_LLMs

    • 3.1_Quiz_Pretraining_&_Fine-tuning_LLMs_Deadline_04/04/2024

    • 3.2_Slide_Pretraining_&_Fine-tuning_LLMs_Pratical_Coding

    • 3.2_Record_Pretraining_&_Fine-tuning_LLMs_Pratical_Coding

    • 3.2_Quiz_Pretraining_&_Fine-tuning_LLMs_Deadline_11/04/2024

    • 3.2_Code_Pretraining_and_Fine-tuning_LLMs
  • 5

    Week 4: LLMs Alignment & Evaluation

    • 4.1_Slide_LLMs_Alignment

    • 4.1_Record_LLMs_Alignment

    • 4.1_Quiz_LLMs_Aligment_Deadline_22/04

    • 4.2_Record_LLMs_Alignment (Part 2)

    • 4.2_Slide_LLMs_Alignment (Part 2)

    • 4.2_Code_LLMs_Alignment

    • 4.2_Quiz_LLMs_Alignment (Part 2) - Deadline 30/04/2024
  • 6

    Week 5: RAG it!

    • 5.1_Slide_Introduction_to_RAG

    • 5.1_Record_Introduction_to_RAG

    • 5.1_Quiz_Introduction_to_RAG_Deadline_28/04/2024

    • 5.2_Slide_RAG (part 2)

    • 5.2_Code_RAG (part 2)

    • 5.2_Record_RAG

    • 5.2_Quiz_RAG (part 2) - Deadline 30/04/2024
  • 7

    Week 6: Optimizing your LLM in production

    • 6.1_Slide_Optimizing_LLM_in_production

    • 6.1_Record_Optimizing_LLM_in_production

    • 6.1_Quiz_Optimizing_LLM_in_productions_Deadline_3/05/2024

    • 6.2_Notebook_Optimizing_LLM_in_production (2)

    • 6.2_Record_Optimizing_LLM_in_production_practice

    • 6.2_Quiz_Optimizing_LLM_in_productions_practice_Deadline_10/05/2024
  • 8

    Week 7: Multimodal

    • 7.1_Slide_Multimodal

    • 7.1_Record_Multimodal

    • 7.1_Quiz_Multimodal_Deadline_26/05/2024

    • 7.2_Record_Fireside_Chat
  • 9

    Guest Lecture

    • Record_Representation_Engineering

    • Slide_Representation_Engineering

    • Record_Fireside_Chat_w_Luong_Thang
  • 10

    Final Project

    • Project submission

    • Record_Final_Project