Course curriculum

  • 1

    Khái quát về khóa học

    • Lời chào từ đội ngũ VietAI

    • Các nguồn tự học bổ ích

    • Nội quy lớp học

    • Phương thức học

    • Phương thức nộp bài (Đối với những bài tập lập trình cần download)

    • 0.1_Slide_Khai giảng Khóa FoDL03
  • 2

    Tuần 1: Course introduction & Multilayer Perceptron (1)

    • 1.1_Slide_Multi-layer Perceptron (1)

    • 1.1_Record_Multi-layer Perceptron (1)_21/04

    • 1.1_Quiz_Multi-layer Perceptron (1)_Deadline 08/05/2024

    • 1.2_Slide_Multi-layer Perceptron (2)

    • 1.2_Tutorial_Softmax Classifier

    • 1.2_Record_Multi-layer Perception (2)_25/04

    • 1.2_Quiz_Multi-layer Perception (2)_Deadline 10/05/2024
  • 3

    Tuần 2: Multilayer Perceptron (2)

    • 2.1_Slide_Multi-layer Perceptron (2)

    • 2.1_Record_Multi-layer Perceptron (2)_28/04

    • 2.1_Record_Multi-layer Perceptron (2)_RMSProp_Adam_28/04

    • 2.1_Quiz_Multi-layer Perceptron (2)_Deadline 16/05/2024

    • 2.2_Tutorial_Backpropagation

    • 2.2_Record_Tutorial_Backpropagation_02/05

    • 2.2_Quiz_Tutorial_Backpropagation_Deadline 20/05/2024
  • 4

    Tuần 3: Convolutional Neural Network (1)

    • 3.1_Slide_Convolutional Neural Network (1)

    • 3.1_Record_Convolutional Neural Network (1)_09/05

    • 3.1_Quiz_Convolutional Neural Network_Deadline 31/05

    • 3.2_Tutorial_CNN_in_PyTorch

    • 3.2_Record_Tutorial_CNN_in_PyTorch_12/05

    • 3.2_Quiz_Tutorial_CNN_in_PyTorch_Deadline 29/05/2024

    • 3.3_Assignment_01_FFN_Optimization Deadline 06/06/2024
  • 5

    Tuần 4: Convolutional Neural Network (2)

    • 4.1_Slide_Convolutional Neural Network (2)

    • 4.1_Record_Convolutional Neural Network (2)

    • 4.1_Quiz_Convolutional Neural Network (2)_Deadline 01/06/2024

    • 4.2_Tutorial_Transfer_Learning_with_Pytorch

    • 4.2_Record_Tutorial_Transfer_Learning_with_Pytorch

    • 4.2_Quiz_Transfer_Learning_with_Pytorch_Deadline 08/06/2024
  • 6

    Review giữa khoá

    • Record_Midterm Review

    • Kahoot Quiz_Midterm Review
  • 7

    Tuần 5: Word Representation & Recurrent Neural Network (1)

    • 5.1_Slide_Word Representation

    • 5.1_Tutorial_Word2vec

    • 5.1_Record_Word Representation

    • 5.1_Quiz_Word Representation_14/06/2024

    • 5.2_Slide_Recurrent Neural Network (1)

    • 5.2_Tutorial_RNN

    • 5.2_Record_Recurrent Neural Network (1)

    • 5.2_Quiz_Recurrent Neural Network (1)_ Deadline 20/06/2024
  • 8

    Tuần 6: Biến thể RNN (2) & Attention Mechanism

    • 6.1_Slide_Recurrent Neural Network Variants (2)

    • 6.1_Record_Recurrent Neural Network (2)

    • 6.1_Quiz_Recurrent Neural Network(2)_Deadline_23/06/2024

    • 6.2_Slide_Attention Mechanism

    • 6.2_Assignment_02_Image_Captioning Deadline 30/06/2024

    • 6.2_Quiz_Attention_Mechanism_Deadline 26/06/2024

    • 6.2_Record_Attention_Mechanism

    • 6.2_Assignment_02_Image_Captioning_Back_Up_Submission Deadline 30/06/2024
  • 9

    Tuần 7: Tìm hiểu về Transformer

    • 7.1_Slide_Transformer

    • 7.1_Record_Transformer

    • 7.1_Quiz_Transformer_Deadline 01/07/2024

    • 7.2_Tutorial_NanoGPT

    • 7.2_Record_NanoGPT

    • 7.2_Quiz_NanoGPT_Deadline 01/07/2024
  • 10

    Final Review

    • Record_Final Review

    • GL session: Deep Generative Models & & Its Applications