Few-shot Learning Courses and Certifications

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

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

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

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

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

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

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

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

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

Large Scale Multi-Microscope Datasets and Their Challenges in Medical AI

Explore groundbreaking research on multi-microscope datasets for malaria and leukemia detection, featuring innovative domain adaptation techniques and object detection methods to enhance early disease diagnosis.

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

Generative AI: Prompt Engineering Basics

2352 ratings at Coursera

Unlock the power of generative AI with effective prompt engineering techniques. Learn to craft precise prompts, explore advanced approaches, and gain hands-on experience using industry tools.

• Coursera
• 7 hours 11 minutes
• On-Demand
• Free Online Course (Audit)

Understanding Prompt Engineering

55 ratings at DataCamp

Learn how to write effective prompts with ChatGPT to apply in your workflow today.

• DataCamp
• 1 hour
• On-Demand
• Free Trial Available

Microcredential

Generative AI for Data Engineers

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
• On-Demand
• Paid Course
• 2 courses

Introduction to Prompt Engineering for Generative AI

14770 ratings at LinkedIn Learning

Start exploring large language models in the modern NLP landscape and get hands-on practice using no-code or low-code interfaces to test out these technologies.

• LinkedIn Learning
• 45 minutes
• On-Demand
• Free Trial Available

Nano Tips for Using ChatGPT for Business with Rachel Woods

2471 ratings at LinkedIn Learning

Get quick, bite-sized tips on leveraging ChatGPT for business. Each video is less than two minutes long, so you can make learning fit into even your busiest days.

• LinkedIn Learning
• 12 minutes
• On-Demand
• Free Trial Available