Course curriculum

  • 1

    Khái quát về khóa học

  • 2

    Week 1: NLP basics review

    • 1.1_Slide_Introduction

    • 1.1_Slide_NLP & Word embeddings

    • 1.1_Record_NLP & Word embeddings_17/12/2023

    • 1.1_Quiz_NLP & Word embeddings_Deadline_02/01/2024

    • 1.2_Slide_RNN&Variants

    • 1.2_Quiz_RNN&Variants_Dealine_06/01/2024

    • 1.2_Record_RNN&Variants

    • 1.2.1_Coding_ngram

    • 1.2.2_Coding_HuggingFace_Introduction

    • 1.2.3_Coding_Training_Embedding
  • 3

    Week 2: Attention Mechanism and Transformer

    • 2.1_Slide_Attention Mechanism and Transformer

    • 2.1_Record_Attention Mechanism and Transformer

    • 2.1_References_Attention Mechanism and Transformer

    • 2.1_Quiz_Attention Mechanism and Transformer_Deadline_12/01/2024

    • 2.2_Coding_HF_Datasets_and_Text_Summarization

    • 2.2_Record_HF_Datasets_and_Text_Summarization

    • 2.2_Quiz_HF_Datasets_and_Text_Summarization_Deadline_20/01/2024
  • 4

    Week 3: Encoder-based Transformers architecture BERT and applications

    • 3.1_Slide_Encoder-based Transformers architecture BERT and applications

    • 3.1_Record_Encoder-based Transformer architecture BERT and applications

    • 3.1_Quiz_Encoder-based Transformer architecture BERT and applications_Deadline_22/01/2024

    • 3.2_Record_Training_model_w_Huggingface

    • 3.2.1_Coding_Training_model_with_Huggingface

    • 3.2.2_Coding_[Solution]_Training_model_w_HuggingFace

    • 3.2_Quiz_Training_model_w_HuggingFace_Deadline_28/01/2024
  • 5

    Week 4: Decoder-based Transformers architecture GPT and applications

    • 4.1_Slide_Decoder-based Transformers architecture GPT and applications

    • 4.1_Assignment_1_Neural_Machine_Translation_Deadline_31/01/2024

    • 4.1_Record_Decoder-based Transformers architecture GPT and applications

    • 4.1_Quiz_Decoder-based Transformers architecture GPT and applications_Deadline_31/01/2024

    • 4.2_Coding_GPT_from_scratch

    • 4.2_Record_GPT_from_scratch

    • 4.2_Quiz_GPT_from_scratch_Deadline_04/02/2024

    • 4.1_Assignment_1_Backup_Neural_Machine_Translation_Deadline_31/01/2024
  • 6

    Midterm Review

    • Record_Midterm Review
  • 7

    Week 5: Encoder-Decoder based Transformer architecture T5 and applications

    • 5.1_Slide_T5_and_Variants

    • 5.1_Record_T5_and_Variants

    • 5.1_Quiz_T5_and_Variants_Deadline_10/02/2024

    • 5.2_Slide_HF Accelerate

    • 5.2.1_Coding_Abstractive_summarization_Vietnamese_news_with_HF_accelerate

    • 5.2_Record_HF Accelerate

    • 5.2_Quiz_HF_Accelerate_Deadline_15/02/2024
  • 8

    Week 6: Advanced Training Techniques

    • 6.1_Slide_Advanced_Training_Techniques

    • 6.1_Record_Advanced_Training_Techniques

    • 6.1_Quiz_Advanced_Training_Techniques_Deadline_29/02/2024

    • 6.1_Assigment_2_Lora_with_Advanced_Training_Techniques_Deadline 26/02/2024

    • 6.2_Coding_Advanced_Training_Techniques

    • 6.2_Record_Coding_Advanced_Training_Techniques

    • 6.2_Quiz_Coding_Advanced_Training_Techniques_Deadline_06/03/2024
  • 9

    Week 7: Deploy

    • 7.1_Slide_Deploy_NLP_Models_in_Production

    • 7.1_Record_Deploy_NLP_Models_in_Production

    • 7.1_Quiz_Deploy_NLP_Models_in_Production_Deadline_14/03/2024
  • 10

    Final Review

    • Record_Final Review
  • 11

    Guest Lecture

    • Record_Guest Lecture