Course curriculum

  • 1

    Khái quát về khóa học

  • 2

    Tuần 1: Course introduction & Multilayer Perceptron (1)

    • 1.1_Slide_Multi-layer Perceptron (1)

    • 1.1_Quiz_MLP_Deadline 9/10/2023

    • 1.1_Record_Multi-layer Perceptron_24/09

    • 1.2_Slide_Multi-layer Perceptron (2)

    • 1.2_Tutorial_Softmax_Classifier

    • 1.2_Quiz_MLP_Deadline 11/10/2023

    • 1.2_Record_Multi-layer Perceptron_28/09
  • 3

    Tuần 2: Multilayer Perceptron (2)

    • 2.1_Slide_Multi-layer Perceptron (3)

    • 2.1_Record_Multi-layer Perceptron_05/10

    • 2.1_Tutorial_Backpropagation

    • 2.1_Quiz_MLP_Deadline 20/10/2023

    • 2.2_Record_Optimization_08/10

    • 2.2.0_Tutorial_Intro_to_PyTorch

    • 2.2.1_Tutorial_Momentum_Visualize

    • 2.2.2_Tutorial_Momentum_w_SGD

    • 2.2_Quiz_MLP_Deadline 23/10/2023

    • 2.2_Assignment_01_FFN_Optimization Deadline 31/10/2023
  • 4

    Tuần 3: Convolutional Neural Network (1)

    • 3.1_Slide_Convolutional Neural Network (1)

    • 3.1_Record_Convolutional Neural Network (1)_12/10

    • 3.1_Quiz_Convolutional Neural Network (1)_Deadline 27/10/2023

    • 3.2_Tutorial_CNN_in_PyTorch

    • 3.3_Track 2_Assignment02_Introduction

    • 3.3_Track 2_Assignment02_SignUp_Deadline 29/10/2023

    • 3.2_Record_Convolutional Neural Network (2)_15/10

    • 3.2_Quiz_Convolutional Neural Network (2)_Deadline 31/10/2023

    • 3.2_Tutorial_CNN_in_PyTorch_Solution

    • Track 2_Assignment 2_Submit_Deadline 26/11/2023
  • 5

    Tuần 4: Convolutional Neural Network (2)

    • 4.1_Slide_Convolutional Neural Network (2)

    • 4.1_Record_Convolutional Neural Network (2)_19/10

    • 4.1_Quiz_Convolutional Neural Network (2)_Deadline 03/11/2023

    • 4.2_Tutorial_Transfer_Learning_with_Pytorch

    • 4.2_Record_Transfer Learning with Pytorch_22/10

    • 4.2_Quiz_Transfer Learning with Pytorch_Deadline 06/11/2023

    • 4.2_Tutorial_Transfer_Learning_with_Pytorch_Solution
  • 6

    Review giữa khóa (MLP & CNN)

    • Record_Review giữa khoá_26/10
  • 7

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

    • 5.1_Quiz_Deep Learning in NLP_Deadline 14/11

    • 5.1_Slide_DL_for_NLP_Word2Vec

    • 5.1_Record_DeepLearning_in_NLP_29/10

    • 5.2_Tutorial_RNN

    • 5.2_Tutorial_Word2Vec

    • 5.2_Slide_Recurrent Neural Network (1)

    • 5.2_Record_Recurrent Neural Network (1)_02/11

    • 5.2_Quiz_Recurrent Neural Network (1)_Deadline 18/11/2023
  • 8

    Tuần 6: Recurrent Neural Network (2) & Sequence to Sequence Model

    • 6.1_Slide_Variants of RNN

    • 6.1_Seq2Seq

    • 6.1_Assignment_02_Track_01_Image_Captioning Deadline 26/11/2023

    • 6.1_Record_Recurrent Neural Network_05/11

    • 6.1_Quiz_Recurrent Neural Network (2)_Deadline 19/11/2023

    • 6.2_Slide_Attention Mechanism

    • 6.2_Record_Attention Mechanism_09/11

    • 6.2_Quiz_Attention Mechanism_Deadline 24/11/2023
  • 9

    Tuần 7: Attention Mechanism & Transformer

    • 7.1_Slide_Transformer

    • 7.1_Record_Transformer_12/11

    • 7.1_Quiz_Transformer_Deadline 28/11/2023

    • 7.2_Tutorial_NanoGPT

    • 7.2_Record_Tutorial_NanoGPT_16/11

    • 7.2_Quiz_Tutorial_NanoGPT_Deadline 02/12/2023
  • 10

    Review cuối khóa

    • Record_Review cuối khóa_19/11
  • 11

    Tuần 8:

    • Slide_Guest Lecture_23/11

    • Record_Guest Lecture_23/11