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#Active Learning

Showing: 47 courses
Stanford University

Interactive Autonomy - A Human-Centered Approach for Safe Interactions

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Explore interactive autonomy for safe human-robot collaboration, focusing on algorithms that influence human behavior and efficient active learning methods to model human preferences.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
University of Central Florida

Iterative Projection and Matching: Finding Structure-Preserving Representatives and Applications

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Explore iterative projection and matching for finding structure-preserving representatives, with applications in active learning, GANs, image processing, and video summarization.
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14 Lesons
22 minutes
On-Demand
Free-Video
University of Houston-Clear Lake

Strategies for Conceptual Change

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Explore strategies to address misconceptions in physics education, focusing on identifying and correcting students' preconceived notions through guided inquiry and active learning techniques.
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21 Lesons
1 hour 40 minutes
On-Demand
Free-Video
Broad Institute

Active Learning for Absolute Binding Free Energy Calculations in Drug Discovery

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Explore innovative active learning techniques for absolute binding free energy calculations, enhancing drug discovery processes and efficiency.
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1 Lesons
23 minutes
On-Demand
Free-Video
TEDx

Educar a Favor de la Vida - Alternativas a la Educación Tradicional

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Alternativas educativas que fomentan el desarrollo integral y el papel activo del estudiante. Reflexión sobre pedagogías activas y el acompañamiento hacia una vida más libre y digna.
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1 Lesons
15 minutes
On-Demand
Free-Video
TEDx

Cum Putem Contribui Fiecare în Educație

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Ana-Maria Rusu prezintă modalități prin care fiecare poate contribui la educația generațiilor viitoare, bazându-se pe experiența sa ca profesor și pe abordări didactice inovatoare pentru implicarea tuturor actorilor în dezvoltarea copiilor.
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1 Lesons
18 minutes
On-Demand
Free-Video
Simons Institute

Bridging the Data Gap Between LLMs and Children - Understanding Higher-Level Intelligence

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Explores the disparity in data requirements between AI models and human learning, examining potential explanations and presenting new insights on multimodal input and evaluation methods.
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1 Lesons
48 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Lab-in-the-Loop De Novo Antibody Design - What Are We Missing From Machine Learning?

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Explore lab-in-the-loop de novo antibody design, focusing on computational aspects. Discover generative modeling, computational oracles, and active learning in molecular systems research.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
TEDx

Turning the Light of Truth - Data Science as a Practice of Resistance

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Exploring data science's dual role in oppression and resistance, highlighting its potential for uncovering truth and addressing societal inequalities through real-world examples and critical analysis.
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1 Lesons
20 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Bits and Atoms - Exploring the Intersection of Machine Learning and Microscopy

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Explore the intersection of machine learning and microscopy, focusing on AI models for active learning in materials discovery, automated experiments, and physics discovery through advanced microscopy techniques.
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25 Lesons
48 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Extending the Reach of Quantum Monte Carlo Methods via Machine Learning

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Explore how machine learning enhances quantum Monte Carlo methods for electronic structure modeling, improving force calculations and scaling to larger systems in molecular simulations.
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15 Lesons
35 minutes
On-Demand
Free-Video
Cambridge Materials

Modelling Physical Phenomena in Alloys and Polymers with Quantum Mechanical Accuracy

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Explore data-driven interatomic potentials and Hyperactive Learning for modeling alloys and polymers with quantum accuracy. Gain insights into precipitate formation and chemical ordering.
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12 Lesons
17 minutes
On-Demand
Free-Video
Valence Labs

MFBind - A Multi-Fidelity Approach for Evaluating Drugs in Generative Modeling

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Explore MFBind, a multi-fidelity approach integrating docking and binding free energy simulations for improved drug discovery generative modeling. Learn its advantages over current methods.
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6 Lesons
55 minutes
On-Demand
Free-Video
BasisTech

Custom Models in No Time - How Active Learning Is Changing AI

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Active learning techniques to reduce annotation time and cost for machine learning models, improving efficiency in creating custom AI solutions for tasks like named entity recognition.
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1 Lesons
23 minutes
On-Demand
Free-Video
Graham Neubig

CMU Neural Nets for NLP 2020 - Multitask and Multilingual Learning

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Explore multitask and multilingual learning in NLP, covering methods, objectives, and challenges. Gain insights into cross-lingual transfer, data balancing, and zero-shot approaches.
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18 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Graham Neubig

CMU Multilingual NLP: Active Learning

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Explore active learning in NLP, covering token and sequence-level techniques, uncertainty measures, and human effort considerations for efficient data annotation.
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15 Lesons
29 minutes
On-Demand
Free-Video
Simons Institute

The AI Trinity - Data + Algorithms + Infrastructure

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Explore the AI trinity: data, algorithms, and infrastructure. Learn about named entity recognition, active learning, crowdsourcing, data augmentation, and neural rendering models.
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19 Lesons
53 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

End-to-End Learning and Auto-Differentiation - Forces, Uncertainties, Etc.

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Explore deep learning and auto-differentiation in molecular simulations, covering surrogate functions, sampling distributions, and time-propagation of differential equations for scientific problem-solving.
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16 Lesons
56 minutes
On-Demand
Free-Video
Simons Institute

Machine Learning Gradients in Molecular Simulations

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Explore ML gradients in molecular simulations, including surrogate functions, active learning, and differentiable programming for enhanced scientific modeling and optimization.
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1 Lesons
57 minutes
On-Demand
Free-Video
Valence Labs

Exploring Molecular Space and Active Learning in Drug Discovery

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Explore molecular space and active learning techniques for drug discovery with AI pioneer Yoshua Bengio's insights from the 2024 ML Summer School at Mila.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Wolfram

Active Learning for Students and Educators: Computational Adventures

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Experiment with Wolfram's Computational Adventures curriculum, exploring coding through cryptography, music, and poetry while completing a Computational Art Adventure.
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1 Lesons
47 minutes
On-Demand
Free-Video
Valence Labs

GFlowNet Foundations and Applications in Biological Sequence Design

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Explore GFlowNet foundations and applications in biological sequence design. Learn about flow conservation, transition probabilities, and practical implementations for molecule generation and peptide design.
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13 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Valence Labs

Applying Active Learning in Drug Discovery - There's No Free Lunch, but You Can Get a Discount

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Explore active learning applications in drug discovery, from prioritizing molecules for synthesis to virtual screening of large libraries, with insights on machine learning's impact across the process.
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14 Lesons
53 minutes
On-Demand
Free-Video
Valence Labs

Improvements on GFlowNets Applied to Molecular Discovery

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Explore recent advancements in GFlowNets for complex molecular design, including multi-objective optimization, improved training strategies, and potential applications in scientific discovery and active learning.
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11 Lesons
56 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Deep Active Learning: Enhancing Data Efficiency in Machine Learning - Lecture

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Explore deep learning's data efficiency, active learning in NLP, and innovative approaches to enhance learning from human interactions in AI systems.
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30 Lesons
1 hour 6 minutes
On-Demand
Free-Video
BSidesLV

Transfer Learning - Analyst-Sourcing Behavioral Classification

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Explore advanced threat detection using AI and transfer learning techniques. Learn about active learning, data sharing, and improving phishing domain detection across organizations.
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21 Lesons
37 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Interpretable Active Learning

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Explore interpretable active learning techniques for machine learning models, focusing on transparency and understanding of model decisions in real-world applications.
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6 Lesons
21 minutes
On-Demand
Free-Video
TED-Ed

What We're Learning from Online Education

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Explore the revolution in online education, its global impact, and innovative learning techniques through data-driven insights and interactive platforms.
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16 Lesons
21 minutes
On-Demand
Free-Video
IEEE

Point Location and Active Learning - Learning Halfspaces Almost Optimally

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Explore advanced techniques in machine learning, focusing on point location, active learning, and halfspaces. Gain insights into cutting-edge algorithms and strategies for optimal learning outcomes.
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22 Lesons
25 minutes
On-Demand
Free-Video
American Society for Microbiology

The Effects of Specifications Grading in a Cell Biology Course

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Exploring the impact of specifications grading on student learning and attitudes in cell biology, with insights on implementation and effectiveness from experienced educators.
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21 Lesons
56 minutes
On-Demand
Free-Video
TEDx

How to Be a Post-COVID-19 Student

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Discover strategies for effective learning in the digital age, emphasizing self-accountability, intrinsic motivation, and practical study techniques to overcome post-pandemic educational challenges.
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1 Lesons
17 minutes
On-Demand
Free-Video
USENIX

Cross-Dataset Time Series Anomaly Detection for Cloud Systems

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Innovative approach combining transfer and active learning for detecting anomalies in cloud systems using limited labeled data, improving efficiency in maintaining service availability.
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1 Lesons
21 minutes
On-Demand
Free-Video
USENIX

Calpric - Inclusive and Fine-grain Labeling of Privacy Policies with Crowdsourcing and Active Learning

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Innovative approach combining crowdsourcing and active learning for efficient, cost-effective labeling of privacy policies, resulting in more accurate and comprehensive deep learning models with balanced datasets.
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1 Lesons
15 minutes
On-Demand
Free-Video
USENIX

Continuous Learning for Android Malware Detection

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Innovative approach combining contrastive and active learning to combat concept drift in Android malware detection, improving accuracy and consistency over time.
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1 Lesons
14 minutes
On-Demand
Free-Video
Roboflow

How to Use the Roboflow Upload API - Python

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Learn to programmatically add images and annotations to datasets using Roboflow's Upload API, enabling active learning and continuous improvement of computer vision models.
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8 Lesons
21 minutes
On-Demand
Free-Video
Snorkel AI

How Machine Learning Fuels the Fight Against Sex Trafficking

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Explore how machine learning techniques are applied to combat sex trafficking, focusing on detection and prevention strategies using deep web data analysis.
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12 Lesons
21 minutes
On-Demand
Free-Video
Roboflow

Active Learning in Computer Vision

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Discover techniques for creating active learning pipelines to leverage production data in training advanced computer vision models.
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1 Lesons
14 minutes
On-Demand
Free-Video
BIMSA

DP-GEN: An Optimal Active Learning Protocol for Constructing Interatomic Potentials - Materials Simulation

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Explore DP-GEN, an innovative active learning protocol revolutionizing molecular modeling by constructing accurate interatomic potentials. Learn its three-step iterative process and applications in materials simulation.
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1 Lesons
45 minutes
On-Demand
Free-Video
Snorkel AI

Task Me Anything: Revolutionizing Multimodal Model Benchmarking

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Explore Task Me Anything platform for efficient multimodal model evaluation. Learn programmatic task generation and active learning techniques to create custom benchmarks for data science projects.
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1 Lesons
41 minutes
On-Demand
Free-Video
Red Hat Developer

Active Learning Loop on OpenShift

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Implement an active learning pipeline on OpenShift using open-source tools for dynamic data labeling and improved model accuracy in machine learning operations.
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1 Lesons
44 minutes
On-Demand
Free-Video
MLOps.community

Foundational Models in Enterprise AI - Challenges and Opportunities

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Explore the future of AI with foundation models, their enterprise applications, and challenges. Learn about Snorkel AI's approach to optimizing these models for cost, quality, and control.
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15 Lesons
53 minutes
On-Demand
Free-Video
Google TechTalks

Robust Design Discovery and Exploration in Bayesian Optimization

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Explore data-driven methods for robust design discovery and optimization, focusing on Bayesian techniques that efficiently handle uncertainties and adversarial scenarios in various scientific domains.
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13 Lesons
53 minutes
On-Demand
Free-Video
VinAI

Toward Building a Cost-Effective and Robust Machine Learning System

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Explore cost-effective ML system development through active learning, continual learning, and transfer learning. Learn efficient model selection techniques for optimal source model transfer to target tasks.
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1 Lesons
57 minutes
On-Demand
Free-Video
Simons Institute

Learning From Contrastive Examples in Machine Learning

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Explores how contrastive training examples impact active learning algorithms, focusing on sample complexity for geometric concepts and Boolean functions, with connections to self-directed learning.
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1 Lesons
37 minutes
On-Demand
Free-Video
IIIA Hub

Humans and AI: Understanding LLM Impact on Human Decision Making

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Explore the synergistic potential between humans and LLMs in decision-making tasks, examining active learning, ML fairness, and collaborative approaches to AI implementation.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
VinAI

Annotation-Efficient Object Detection: Unsupervised Discovery to Active Learning

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Explore annotation-efficient object detection techniques, from unsupervised discovery to active learning strategies, enhancing intelligent systems with less manual input.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Simons Institute

Adaptive Data Collection via Autoregressive Generation in News Recommendation Systems

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Discover how autoregressive models can enhance adaptive data collection and decision-making through Thompson sampling, with applications in news recommendation systems and cold-start problems.
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1 Lesons
45 minutes
On-Demand
Free-Video