Zero-Shot and Few-Shot Text Classification Techniques in NLP (Tech Report Walkthrough)

preview_player
Показать описание
#textclassification #nlp #ai
In this video, we will go through the tech report from Cloudera Fast-forward labs on Zero-shot and Few-shot text classification methods in NLP (Natural Language Processing) .

⏩ OUTLINE:
0:00 - Outline and Problem Understanding
01:42 - What is few-shot learning for classification ?
03:15 - Latent Text Embeddings
05:13 - Zero-shot Text Classification Technique
06:48 - Zero-shot Text Classification Results
07:36 - Improved Zero-shot Text Classification Technique
11:16 - Improved Zero-shot Text Classification Results
12:25 - Few-shot Text Classification Technique
14:11 - Few-shot Text Classification Results
15:33 - TIP: Try to name your labels in meaningful representative way.

By: Cloudera Fast-forward labs

*********************************************
If you want to support me financially which totally optional and voluntary :) ❤️
*********************************************

⏩ IMPORTANT LINKS

*********************************************
*********************************************

Tools I use for making videos :)

#techviz #datascienceguy #textprocessing #classification #naturallanguageprocessing #python
About Me:
I am Prakhar Mishra and this channel is my passion project. I am currently pursuing my MS (by research) in Data Science. I have an industry work-ex of 3 years in the field of Data Science and Machine Learning with a particular focus on Natural Language Processing (NLP).
  1. TechViz - The Data Science Guy
  2. Zero-Shot and Few-Shot Text Classification Techniques in Natural Language Processing
  3. few shot text classification in nlp
  4. zero shot text classification in nlproc
  5. text classification with less data
  6. few shot text classification with transformers
Рекомендации по теме
Zero-shot, One-shot and 0:03:46

Zero-shot, One-shot and Few-shot Prompting Explained | Prompt Engineering 101

Zero-Shot and Few-Shot 0:16:42

Zero-Shot and Few-Shot Text Classification Techniques in NLP (Tech Report Walkthrough)

What is Zero 0:07:53

What is Zero Shot Learning | How Zero-shot Classification model works | NLP | transformers | Code

Few-Shot Text Classification 0:25:16

Few-Shot Text Classification in the Real-World

Few-Shot Text Classification 0:16:46

Few-Shot Text Classification Tutorial with SetFit | Few-Shot Learning in NLP

Large Language Models 0:07:47

Large Language Models Are Zero Shot Reasoners

Text Entailment approach 0:09:40

Text Entailment approach for Zero-shot Text Classification (Research Paper Walkthrough)

Zero-Shot Classification (Learning) 0:15:22

Zero-Shot Classification (Learning) with Embeddings

⭐ Prompt Engineering: 0:44:39

⭐ Prompt Engineering: Shaping the Future of Human-AI Interaction - Magdalena Janiszewska

Few-shot text classification 0:26:35

Few-shot text classification with prompts

Zero Shot Classification 0:13:17

Zero Shot Classification With HuggingFace Pipeline | ML | NLP | Python

Zero-Shot Text Classification 0:01:47

Zero-Shot Text Classification Demo

SetFit: Few Shot 0:11:36

SetFit: Few Shot Learning for Text Classification

Few Shot Learning 0:10:01

Few Shot Learning - EXPLAINED!

Zero-Shot Text Classification 0:14:17

Zero-Shot Text Classification with Hugging Face

Zero Shot Text 0:51:07

Zero Shot Text Classification - AI Guild Series

Fast Forward Live: 0:39:46

Fast Forward Live: Few-Shot Text Classification

Prompt Engineering 101: 0:06:40

Prompt Engineering 101: Zero-shot, One-shot, and Few-shot prompting

Zero Shot Learning 0:03:20

Zero Shot Learning for NLP with Huggingface: Sentiment Analysis and Text Classification

FEW-SHOT LEARNING | 0:08:54

FEW-SHOT LEARNING | Basic concepts | Introduction to Natural Language Processing (NLP) | 02

CS229 Zero-Shot Learning 0:04:55

CS229 Zero-Shot Learning and Robust Fine-Tuning for Text Classification

Zero-shot Topical Text 0:13:00

Zero-shot Topical Text Classification with LLMs

Text Classification Using 0:05:58

Text Classification Using Zero-Shot Prompting | Prompters

CODE SetFit w/ 0:28:17

CODE SetFit w/ SBERT for Text Classification (Few-Shot Learning) multi-class multi-label (SBERT 44)

Комментарии
Автор

Is there any research on Few-shot learning in text generation ??

trunghoaphan