VietAI

Lời chào từ đội ngũ VietAI

Các nguồn tự học bổ ích

Nội quy lớp học

Phương thức học

Slide lý thuyết

Record Khai giảng + Lý thuyết tuần 1 (26/03)

Quiz 1.1

Chat Text Buổi 1

Record buổi thực hành tuần 1 (30/03)

[Coding 1.1] Intro to Hugging Face ecosystem

[Coding 1.2] Statistical-based Language Model

Quiz 1.2

Slide 2.1: Attention and Transformer (02/04)

Record 2.1: Bài giảng Attention and Transformer (02/04)

[Coding 2.1] 🤗 Datasets

[Coding 2.2] Text Summarization

[Quiz 2.1] Attention and Transformer

Record 2.2: Bài giảng thực hành Huggingface Datasets và Text Summarization

[Quiz 2.2] Huggingface Datasets và Text Summarization

Introduction to BERT and its Family (09/04)

[Quiz 3.1] BERT & Its Family

BERT-Week3.pptx

Record 3.1: Bài giảng BERT and its Family (09/04)

[Coding 3.1] Training RoBERTa model with HuggingFace

Record 3.2: Bài giảng Training RoBERTa model with HuggingFace

Slide 4.1: Slide về mô hình GPT

Record 4.1: Bài giảng về mô hình GPT

Assignment 1: Neural Machine Translation

[Coding 4.1] GPT from scratch

Record 4.2: GPT from scratch

[Quiz 4.1:] GPT

[Quiz 4.2] GPT from scratch

[Record 5.1] Review giữa khoá

[Slide 5.2] T5 & Variants Introduction

[Record 5.2] Bài giảng T5 & Variant Introduction

[Slide 5.3] Evaluate & Accelerate

[Records 5.4] Thực hành Evaluate & Accelerate

[Quiz 5.1] T5 & Variants

[Quiz 5.2] Evaluate & Accelerate

[ 6.1 Slide] Advanced training techniques

[6.2 Record] Advances training techniques

[6.3 Source Code] File Code Distributed Training

Assignment 2: Lora with Advanced Training Techniques

[6.4 Record] Advances training technique

[Quiz 6.1] Advances training techniques

[Quiz 6.2] Coding Advances training techniques

[Solution] Assignment 2: Lora with Advanced Training Techniques

Deploy NLP models in production

Record 7.1: Bài giảng Deploy NLP models in production

Quiz 7.1: Deploy NLP models in production

Record 7.2: Guest lecture

Record 7.3: Tổng kết