Few-shot Learning Courses and Certifications

Coursera

Zero-Shot & Few-Shot Learning: Master AI with Minimal Data

Master AI techniques that enable models to perform effectively with minimal labeled data through zero-shot and few-shot learning approaches for real-world applications.

• Coursera
• 3 hours 52 minutes
• On-Demand
• Paid Course

Yannic Kilcher

HyperTransformer - Model Generation for Supervised and Semi-Supervised Few-Shot Learning

Explore HyperTransformer, a novel approach to few-shot learning using transformers to generate CNN weights. Learn about its architecture, advantages, and potential applications in machine learning.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Unsupervised Meta-Learning for Few-Shot Image Classification

Explore unsupervised meta-learning techniques for few-shot image classification, including task construction, augmentation methods, and performance on benchmark datasets.

• YouTube
• 26 minutes
• On-Demand
• Free Video

HuggingFace

Few-Shot Learning in Production

Learn to train and deploy efficient few-shot language models using SetFit, knowledge distillation, and quantization techniques. Explore accelerated inference and deployment strategies with Hugging Face and Intel AI.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Discover AI

SETFIT Few-Shot Learning for SBERT Text Classification - Part 43

Discover how SETFIT's few-shot learning approach revolutionizes text classification, outperforming GPT-3 while using SBERT Sentence Transformers for efficient processing with limited training data.

• YouTube
• 19 minutes
• On-Demand
• Free Video

OpenSource Connections

A Practical Approach for Few Shot Learning with SetFit - Haystack EU 2023

Explore SetFit for few-shot learning in classification and ranking, with a focus on legal research applications. Discover its potential to outperform GPT-3 in label-scarce settings.

• YouTube
• 28 minutes
• On-Demand
• Free Video

GAIA

Few-Shot Learning for Health: How Sleep Cycle Separates Multiple People's Snoring

Discover how Sleep Cycle uses few-shot learning to differentiate snoring sounds, enhancing sleep analysis and health insights. Learn about the importance of snoring detection for overall well-being.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Zero-Shot and Few-Shot Learning

4 ratings at Udacity

Discover how to optimize generative AI prompts through zero-shot and few-shot learning techniques for better AI performance and results.

• Udacity
• 1 hour
• On-Demand
• Free Online Course

Few-Shot Chest X-Ray Diagnosis Using Clinical and Literature Images

Explore innovative few-shot learning methods for chest X-ray diagnosis using clinical and literature images, enhancing radiology image analysis with advanced machine learning techniques.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

James Briggs

GUI-Based Few Shot Classification Model Trainer - Demo

Discover how to efficiently train classification models using vector search, enabling rapid fine-tuning with minimal labeled data for improved accuracy and targeted results.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Stanford Seminar - Enabling NLP, Machine Learning, and Few-Shot Learning Using Associative Processing

Explore associative processing for machine learning and NLP, enabling massive parallel data processing and in-memory computing for improved efficiency in various AI applications.

• YouTube
• 56 minutes
• On-Demand
• Free Online Course

USC Information Sciences Institute

Acquiring and Understanding Cross-Task Generalization with Diverse NLP Tasks

Explore cross-task generalization in NLP through NLP Few-shot Gym and CrossFit challenge. Discover insights on multi-task learning, meta-learning, and task-level mixture-of-expert models for improved few-shot performance.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

AI Doctoral Academy

LLMs for More Reliable Small Data Learning - Lecture 43

Explore how Large Language Models can enhance learning from limited datasets, focusing on reliability and effectiveness in small data scenarios with Prof. Sean Gong.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Prompt and Context Engineering 101 for ChatGPT & Claude

20090 ratings at Udemy

Prompt Engineering and Context Engineering Made Simple with Frameworks for ChatGPT & Claude, Claude Code & Cowork & MCP

• Udemy
• 1 hour 37 minutes
• On-Demand
• Paid Course

Microcredential

Generative AI for Data Engineers

11327 ratings at Coursera

Explore generative AI applications in data engineering, from ETL pipelines to prompt engineering techniques. Learn popular models for text, code, image, audio, and video generation using tools like IBM Watsonx.

• Coursera
• 8 weeks, 2 hours a week
• On-Demand
• Paid Course
• 2 courses