Главная
Study mode:
on
You
History
Saved
In progress 0 courses
compleat 0 courses
#Art & Design #Adobe #ChatGPT #GitHub

#Few-shot Learning

Showing: 52 courses
Stanford University

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

0 rewiews
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.
Add to list
36 Lesons
1 hour 6 minutes
On-Demand
Free-Video
University of Central Florida

SILCO: Show a Few Images, Localize the Common Object

0 rewiews
Innovative approach to object detection using few support images, combining spatial similarity and feature reweighting for improved localization in challenging scenarios.
Add to list
20 Lesons
32 minutes
On-Demand
Free-Video
University of Central Florida

Unsupervised Meta-Learning for Few-Shot Image Classification

0 rewiews
Explore unsupervised meta-learning techniques for few-shot image classification, including task construction, augmentation methods, and performance on benchmark datasets.
Add to list
18 Lesons
26 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

MetaHKG: Meta Hyperbolic Learning for Few-shot Temporal Reasoning - M1.2

0 rewiews
Explore meta hyperbolic learning for few-shot temporal reasoning in knowledge graphs, enhancing reasoning capabilities with limited data.
Add to list
1 Lesons
13 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

How Many Labelled Examples Do You Need for a BERT-sized Model to Beat GPT4 on Predictive Tasks?

0 rewiews
Explore the effectiveness of in-context learning vs. labelled data for predictive tasks, comparing BERT-sized models to GPT-4 in text categorization and entity recognition.
Add to list
1 Lesons
28 minutes
On-Demand
Free-Video
Simons Institute

Adaptive Generalization: The Role of Dynamic Evaluation in Low-Resource Settings

0 rewiews
Explore adaptive generalization techniques and dynamic evaluation strategies for enhancing AI performance in low-resource environments.
Add to list
1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Institute for Advanced Study

On the Connection Between Neural Networks and Kernels: A Modern Perspective - Simon Du

0 rewiews
Explore connections between neural networks and kernels, focusing on over-parameterization, generalization, and neural tangent kernels. Insights on training dynamics and applications to various learning tasks.
Add to list
24 Lesons
31 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Prompt Engineering: Mistral 7B Techniques for Instruction Creation

0 rewiews
Explora técnicas avanzadas de ingeniería de prompts como Zero Shot, Few Shot y Chain of Thought utilizando GPT-3.5 Turbo y Mistral 7B para mejorar tus habilidades en machine learning.
Add to list
1 Lesons
43 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Prompt Engineering: Técnicas de Creación de Instrucciones con Microsoft Phi3-mini 128k Instruct

0 rewiews
Aprende técnicas avanzadas de prompt engineering con Microsoft Phi3-mini, incluyendo Zero Shot, Few Shot, CoT y RAG. Incluye demostraciones prácticas y acceso a notebooks.
Add to list
1 Lesons
48 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Training Highly Generalizable Biomedical Image Segmentation Models with Very Few Annotations

0 rewiews
Learn highly generalizable biomedical image segmentation techniques using minimal annotations, focusing on efficient model training and performance optimization for medical imaging tasks.
Add to list
1 Lesons
28 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Emergence and Reasoning in Large Language Models

0 rewiews
Explore emergence and reasoning in large language models with Google researcher Jason Wei, delving into self-supervised statistical models and their implications.
Add to list
1 Lesons
52 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Prompt Engineering Techniques with Mistral 7B Instruct for Data Science and Machine Learning

0 rewiews
Explore prompt engineering techniques using Mistral 7B Instruct, including zero-shot, few-shot, CoT, and RAG. Learn to craft effective prompts for enhanced machine learning outcomes.
Add to list
1 Lesons
40 minutes
On-Demand
Free-Video
VinAI

Learning on Graphs: From Representation to Minimally Supervised

0 rewiews
Explore graph representation learning, from shallow to deep embedding, for heterogeneous data. Discover algorithms for temporal and dynamic graphs, and few-shot learning techniques for minimally supervised scenarios.
Add to list
1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Simons Institute

Passive Learning of Causal Strategies in Language Models

0 rewiews
Exploring passive learning of causal strategies in AI, including generalization from interventional data and the role of natural language explanations in enhancing causal understanding.
Add to list
1 Lesons
56 minutes
On-Demand
Free-Video
tinyML

The Akida Neural Processor - Low Power CNN Inference and Learning

0 rewiews
Explore Akida Neural Processor's low-power CNN inference and edge learning capabilities, featuring event-based computing and on-chip learning for visual and auditory applications.
Add to list
14 Lesons
38 minutes
On-Demand
Free-Video
Discover AI

Unsupervised In-Context Learning Plus: From Few-Shot to Many-Shot Learning in Large Language Models

0 rewiews
Explore advanced In-Context Learning techniques for Large Language Models, from few-shot to many-shot approaches, focusing on unsupervised learning and autonomous capabilities with 1M token context.
Add to list
7 Lesons
31 minutes
On-Demand
Free-Video
Discover AI

SETFIT Hyperparameter Optimization for SBERT Text Classification - Part 45

0 rewiews
Master SETFIT hyperparameter optimization techniques for efficient text classification using Sentence Transformers, focusing on contrastive training and automated parameter tuning for optimal performance.
Add to list
1 Lesons
22 minutes
On-Demand
Free-Video
Discover AI

SetFit with SBERT for Few-Shot Text Classification - Multi-Class and Multi-Label

0 rewiews
Master SetFit and SBERT techniques for efficient few-shot text classification, exploring contrastive training, dense embeddings, and classification head implementation for both multi-class and multi-label scenarios.
Add to list
1 Lesons
28 minutes
On-Demand
Free-Video
Discover AI

SetFit and SBERT: Zero-Shot Classification with Synthetic Data Sets - Part 47

0 rewiews
Discover how to leverage SetFit and SBERT for zero-shot classification by creating and utilizing synthetic data, enhancing performance in both zero-shot and few-shot scenarios.
Add to list
1 Lesons
26 minutes
On-Demand
Free-Video
GAIA

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

0 rewiews
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.
Add to list
1 Lesons
26 minutes
On-Demand
Free-Video
ACM SIGPLAN

Neural Language Models and Few-Shot Learning for Systematic Requirements Processing in Model-Driven Software Engineering

0 rewiews
Explore neural language models and few-shot learning for efficient processing of automotive engineering requirements in model-driven software engineering.
Add to list
1 Lesons
18 minutes
On-Demand
Free-Video
Yannic Kilcher

GPT-3 - Language Models Are Few-Shot Learners

0 rewiews
Comprehensive analysis of GPT-3's capabilities, exploring its performance on various NLP tasks and discussing its potential impact on AI research and applications.
Add to list
23 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Yannic Kilcher

IMAML- Meta-Learning with Implicit Gradients

0 rewiews
Explore an innovative approach to meta-learning that improves computational efficiency through implicit gradients, enabling faster adaptation to new tasks using prior knowledge.
Add to list
9 Lesons
51 minutes
On-Demand
Free-Video
Yannic Kilcher

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

0 rewiews
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.
Add to list
12 Lesons
1 hour 18 minutes
On-Demand
Free-Video
James Briggs

GUI-Based Few Shot Classification Model Trainer - Demo

0 rewiews
Discover how to efficiently train classification models using vector search, enabling rapid fine-tuning with minimal labeled data for improved accuracy and targeted results.
Add to list
11 Lesons
32 minutes
On-Demand
Free-Video
The Full Stack

Learn to Spell - Prompt Engineering

0 rewiews
Explore intuitions and techniques for effective prompt engineering, including decomposition, reasoning, and reflection, to unlock the full potential of language models.
Add to list
12 Lesons
52 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Transfer Learning Larochelle

0 rewiews
Transfer learning techniques for deep learning, including few-shot learning, fine-tuning, and universal representations, with a focus on addressing limited labeled data challenges.
Add to list
12 Lesons
44 minutes
On-Demand
Free-Video
Simons Institute

Flexible Neural Networks and the Frontiers of Meta-Learning

0 rewiews
Explore cutting-edge approaches in meta-learning and flexible neural networks for rapid skill acquisition in AI agents, with applications in few-shot image classification and real-world scenarios.
Add to list
10 Lesons
50 minutes
On-Demand
Free-Video
The Full Stack

Pieter Abbeel on Research Directions - Full Stack Deep Learning - November 2019

0 rewiews
Explore cutting-edge deep learning methods with Professor Pieter Abbeel, covering few-shot learning, reinforcement learning, imitation learning, domain randomization, architecture search, and unsupervised learning.
Add to list
24 Lesons
1 hour 43 minutes
On-Demand
Free-Video
tinyML

Enabling On-Device Learning at Scale

0 rewiews
Explore on-device learning techniques for AI personalization, including few-shot learning, continuous learning, and federated learning, addressing privacy and efficiency challenges in edge computing.
Add to list
24 Lesons
37 minutes
On-Demand
Free-Video
NorthSec

Empowering Security with Generative AI - Fundamentals and Applications of GPT Models

0 rewiews
Explore GPT models' potential in security research, covering semantic searching, few-shot learning, and code generation. Gain insights and inspiration for leveraging AI to empower security teams.
Add to list
1 Lesons
44 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Few-Shot Classification Using Tensor Completion

0 rewiews
Explore tensor-based modeling for enhanced classification performance, especially with limited training data, outperforming traditional methods.
Add to list
1 Lesons
27 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Prompt Engineering Techniques for Microsoft Phi3-mini 128k Instruct

0 rewiews
Explore prompt engineering techniques for Microsoft Phi3-mini 128k Instruct, including zero-shot, few-shot, CoT, and RAG approaches.
Add to list
1 Lesons
50 minutes
On-Demand
Free-Video
Yacine Mahdid

In-Context Learning in Deep Learning - How It Works in Large and Small Language Models

0 rewiews
Explore in-context learning in LLMs: definition, significance, Bayesian framework, and implementation. Gain insights into this surprising capability of language models and its implications for AI.
Add to list
6 Lesons
12 minutes
On-Demand
Free-Video
Snorkel AI

Supercharging LLM Performance Without AI Training

0 rewiews
Discover techniques to enhance large language model performance without additional training, focusing on innovative approaches and collaborative research findings.
Add to list
1 Lesons
20 minutes
On-Demand
Free-Video
Discover AI

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

0 rewiews
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.
Add to list
10 Lesons
19 minutes
On-Demand
Free-Video
OpenSource Connections

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

0 rewiews
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.
Add to list
1 Lesons
28 minutes
On-Demand
Free-Video
Stanford University

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

0 rewiews
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.
Add to list
1 Lesons
56 minutes
On-Demand
Free-Video
Oxen

The Prompt Report: Understanding Prompting Techniques and Taxonomy - Part 1

0 rewiews
Explore systematic prompting techniques through an in-depth analysis of template structures, zero-shot methods, emotion prompting, and thought generation approaches for enhanced AI interactions.
Add to list
20 Lesons
57 minutes
On-Demand
Free-Video
AutoML Seminars

Neural Fine-Tuning Search for Few-Shot Learning

0 rewiews
Explore advanced neural architecture search techniques for optimizing few-shot learning adaptation strategies, focusing on meta-training and meta-testing trade-offs in multi-domain contexts.
Add to list
1 Lesons
30 minutes
On-Demand
Free-Video
x33fcon

Empowering Security Teams with Generative AI: GPT Models - Lecture 12

0 rewiews
Explore how GPT models and large language models can enhance security research through few-shot learning, code generation, and retrieval augmentation techniques for security teams.
Add to list
1 Lesons
48 minutes
On-Demand
Free-Video
Data Science Conference

How to Train GPT-3 with Your Own Dataset

0 rewiews
Discover practical techniques for customizing GPT-3 through dataset training, exploring real-world applications and methods to enhance model performance for specific use cases.
Add to list
1 Lesons
30 minutes
On-Demand
Free-Video
Data Science Conference

Combining Behavioral Research and NLP to Combat Gender Biases

0 rewiews
Discover how AI and behavioral research combine to identify and reduce gender biases, exploring MLOps practices, user interaction learning cycles, and responsible AI deployment on Kubernetes.
Add to list
1 Lesons
31 minutes
On-Demand
Free-Video
BIMSA

Deep Learning for Global Climate Monitoring and Predictions

0 rewiews
Explore advanced deep learning techniques for climate prediction, including few-shot learning and data assimilation, to enhance accuracy in global climate monitoring and forecasting.
Add to list
1 Lesons
53 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Modeling Individuals Without Data via Secondary Task Transfer Learning

0 rewiews
Discover a novel transfer learning method for modeling individual behavior using limited data from secondary tasks, outperforming standard approaches in financial health and game design.
Add to list
1 Lesons
34 minutes
On-Demand
Free-Video
Google Cloud Tech

Tuning Foundation Models: A Comprehensive Guide

0 rewiews
Explore techniques for customizing foundation models with your data, improving performance across tasks while understanding limitations and future prospects.
Add to list
1 Lesons
42 minutes
On-Demand
Free-Video
The Machine Learning Engineer

ML and MLOps with Databricks: LLMs and HuggingFace Transformers

0 rewiews
Explore LLMs using HuggingFace Transformers for summarization, translation, sentiment analysis, and advanced prompting techniques on Databricks.
Add to list
1 Lesons
32 minutes
On-Demand
Free-Video
Weights & Biases

RAG for Code Generation - AI Hacker Cup Example

0 rewiews
Explore advanced LLM-powered competitive programming using RAG for code generation. Learn to design robust architectures, implement AST-based similarity search, and enhance few-shot learning for AI agents.
Add to list
1 Lesons
52 minutes
On-Demand
Free-Video
NDC Conferences

Empowering Security Teams with Generative AI: Fundamentals and Applications of GPT Models

0 rewiews
Explore how GPT models can enhance security research through few-shot learning, code generation, and retrieval augmentation. Gain insights and practical examples to leverage AI in empowering security teams.
Add to list
1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
MIT HAN Lab

Efficient Fine-tuning and Prompt Engineering - Lecture 20

0 rewiews
Explore efficient fine-tuning techniques and prompt engineering strategies for optimizing large language models in machine learning applications.
Add to list
1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Conf42

Prompt Engineering Simplified - A Guide to Best Practices and Advanced Techniques

0 rewiews
Master essential prompt engineering concepts, from basic principles to advanced techniques, including system messages, model-specific approaches, and meta prompting strategies.
Add to list
9 Lesons
13 minutes
On-Demand
Free-Video
Eclipse Foundation

Enhancing Custom IDEs with AI: Strategies, Use Cases, and Pitfalls - OCX 2024

0 rewiews
Discover strategies for integrating AI into custom IDEs, from selecting use cases and models to implementing natural language workflows and context-aware features for enhanced development productivity.
Add to list
1 Lesons
31 minutes
On-Demand
Free-Video