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1 Parity learning - Wikipedia
https://en.wikipedia.org/wiki/Parity_learning
Parity learning is a problem in machine learning. An algorithm that solves this problem must find a function ƒ, given some samples (x, ƒ(x)) and the ...
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2 Learning Parity with Noise|| @ CMU || Lecture 26b ... - YouTube
https://www.youtube.com/watch?v=6MbuyAIZ2_w
Ryan O'Donnell
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3 Lecture 11 1 Introduction 2 Learning Parity with Noise
http://www.cs.tau.ac.il/~ronitt/COURSES/S09/HANDOUTS/l11.pdf
In this lecture we show an algorithm for learning Parity with noise. If f is linear we can find it easily.
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4 The Learning Parity with Noise Problem - EPFL
https://wiki.epfl.ch/edicpublic/documents/Candidacy%20exam/PR13Bogos.pdf
The Learning Parity with Noise (LPN) problem has recently found many applications in cryptography as the hardness assumption un-.
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5 The Learning Parity With Noise (LPN) Problem
https://jamesmccaffrey.wordpress.com/2020/08/04/the-learning-parity-with-noise-lpn-problem/
The learning parity with noise (LPN) problem is simple but fascinating (to me anyway). To understand LPN you have to first understand what ...
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6 Cryptography from Learning Parity with Noise | SpringerLink
https://link.springer.com/chapter/10.1007/978-3-642-27660-6_9
The Learning Parity with Noise (LPN) problem has recently found many applications in cryptography as the hardness assumption underlying the constructions of ...
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7 On agnostic boosting and parity learning - ACM Digital Library
https://dl.acm.org/doi/abs/10.1145/1374376.1374466
The motivating problem is agnostically learning parity functions, i.e., parity with arbitrary or adversarial noise. Specifically, given random labeled ...
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8 On Learning Parity with Noise in Different Noise Regimes
https://www.cs.utexas.edu/~dwu4/courses/sp22/static/projects/BurtonCheng.pdf
Learning parity with noise (LPN) is a post-quantum hardness assumption with parallels to learning with errors (LWE), closely related to the theory of ...
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9 Learning Parities with Neural Networks - NIPS papers
https://proceedings.neurips.cc/paper/2020/file/eaae5e04a259d09af85c108fe4d7dd0c-Paper.pdf
Learning Parities with Neural Networks. Amit Daniely. School of Computer Science,. The Hebrew University, Israel. Google Research Tel Aviv.
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10 A Time-Space Lower Bound for Parity Learning
https://eprint.iacr.org/2016/170.pdf
We prove that any algorithm for learning parities requires either a memory of quadratic size or an exponential number of samples. This proves a recent ...
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11 Parity learning - Semantic Scholar
https://www.semanticscholar.org/topic/Parity-learning/779894
Parity learning is a problem in machine learning. An algorithm that solves this problem must guess the function ƒ, given some samples (x, ƒ(x)) and the ...
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12 Agnostic Boosting and Parity Learning - Microsoft Research
https://www.microsoft.com/en-us/research/publication/agnostic-boosting-parity-learning/
The motivating problem is agnostically learning parity functions, i.e., parity with arbitrary or adversarial noise.
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13 Quantum-classical hybrid reinforcement learning algorithm for ...
https://koasas.kaist.ac.kr/handle/10203/284722
A noisy parity learning (LPN) problem is a well-known example of the PAC problem, which is the problem of learning parity from a uniformly randomly extracted ...
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14 Noise-tolerant parity learning with one quantum bit
https://link.aps.org/doi/10.1103/PhysRevA.97.032327
Recently, a significant quantum speedup was achieved in the problem of learning a hidden parity function with noise. However, if all data qubits ...
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15 View of The Sample Complexity of Distribution-Free Parity ...
https://journalprivacyconfidentiality.org/index.php/jpc/article/view/805/741
Return to Article Details The Sample Complexity of Distribution-Free Parity Learning in the Robust Shuffle Model Download Download PDF. Thumbnails
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16 Thesys-lab/parity-models: Learning-Based Coded Computation
https://github.com/Thesys-lab/parity-models
Learning-Based Coded Computation. Contribute to Thesys-lab/parity-models development by creating an account on GitHub.
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17 On Agnostic Learning of Parities, Monomials and Halfspaces
https://cs.nyu.edu/~khot/papers/hs-parity-monomial_SIAM.pdf
The problem of learning parities with adversarial noise under the uniform distribution is equivalent to finding a significant Fourier coefficient of a Boolean ...
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18 Learning | UNITED for GENDER PARITY
https://www.un.org/gender/content/learning-0
Learning and Career Support Opportunities Learning programmes can help staff rethink how to ... and raising awareness on gender issues, empowerment, and parity.
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19 Learning Parity - ICS, UCI
https://www.ics.uci.edu/~pazzani/Slides/BSEJ/tsld011.htm
Learning Parity (Total of 10 features). Relevant Attributes. Naive. BSEJ. Previous slide · Next slide · Back to first slide · View graphic version.
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20 Instances for Learning the Parity Function
https://www.cs.ubc.ca/~hoos/SATLIB/Benchmarks/SAT/DIMACS/PARITY/descr.html
These instances are a propositional versions of parity learning problems. This problem is believed to be quite difficult because it is self-reducible (i.e. ...
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21 Parity/Equivalency in Teaching - Wichita State University
https://www.wichita.edu/services/mrc/OIR/Pedagogy/NewTeacher/Parity.php
A.3 specifically lists "quality" and "learning goals" separately, and both must be addressed in all courses. Although an online (or other distance ed) course ...
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22 The Sample Complexity of Parity Learning in the Robust Shuffle
https://repository.library.georgetown.edu/bitstream/handle/10822/1062321/Yan_georgetown_0076M_14945.pdf?sequence=1
We present a simple robust shuffle parity learning algorithm with sample com- plexity O(d2d/2). The algorithm evaluates, with differential ...
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23 Noise›tolerant learning, the parity problem, and the Statistical ...
https://home.ttic.edu/~avrim/Papers/paritysq.ps
learning parity functions in the presence of random classi-. cation noise. This results in a polynomial-time algorithm. for the case of parity functions ...
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24 Agnostic boosting and parity learning | Request PDF
https://www.researchgate.net/publication/221591233_Agnostic_boosting_and_parity_learning
We then show that the (random noise) parity learning algorithm of Blum et al (2000) fits our new model of agnostic weak learner. Our agnostic ...
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25 On the Hardness of Sparsely Learning Parity with Noise
https://academic.oup.com/comjnl/article-abstract/65/8/1939/6275472
The Learning Parity with Noise (LPN) problem represents the average-case analogue of the NP-Complete problem “decoding linear codes”, and it has been ...
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26 Parity
https://www.getparity.ai/
The Parity platform guides your organization through adherence to the world's strictest AI regulations and most highly regarded standards for AI governance.
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27 Noise-tolerant parity learning with one quantum bit - arXiv Vanity
https://www.arxiv-vanity.com/papers/1712.05952/
In this work, we present a new quantum parity learning algorithm with which the quantum advantage is retained as long as one qubit in the system has ...
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28 Machine Learning Glossary: Fairness - Google Developers
https://developers.google.com/machine-learning/glossary/fairness
demographic parity. #fairness. A fairness metric that is satisfied if the results of a model's classification are not dependent on a ...
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29 Memory-Sample Lower Bounds for Learning Parity with Noise
https://drops.dagstuhl.de/opus/volltexte/2021/14753/
In this work, we show, for the well-studied problem of learning parity under noise, where a learner tries to learn x = (x₁,…,x_n) ∈ {0,1}ⁿ ...
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30 Lecture 24: Hardness Assumptions 1 Overview 2 NP ...
https://www.cs.cmu.edu/~odonnell/toolkit13/lecture24.pdf
A related problem is Learning Parity with Noise (LPN), which is basically LWE mod 2. This problem has two parameters, n and 0 <ϵ< 1. 2 . To ...
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31 Promoting Fairness in Learned Models by Learning to Active ...
https://facctconference.org/static/pdfs_2022/facct22-166.pdf
Our algorithm, Parity-constrAiNeD metA active learning (Panda; see §3), uses data to learn a selection policy that picks which ex- amples to ...
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32 Nudges to improve learning and gender parity - World Bank
https://www.worldbank.org/en/programs/sief-trust-fund/brief/ghana-nudges-to-improve-learning-and-gender-parity-supporting-parent-engagement-and-ghana-s-educational-response-to-covi
Nudges to improve learning and gender parity: Supporting parent engagement and Ghana's educational response to COVID-19 using mobile phones.
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33 A Key-Ordered Decisional Learning Parity with Noise (DLPN ...
https://thesai.org/Publications/ViewPaper?Volume=10&Issue=11&Code=IJACSA&SerialNo=21
The variation of decisional learning parity with noise (DLPN) named as key-Ordered DLPN based security algorithm is presented in this work.
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34 An analysis of machine learning risk factors and risk ... - PubMed
https://pubmed.ncbi.nlm.nih.gov/36156075/
by L Wu · 2022 —
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35 Reports tagged with Learning Parity - ECCC
https://eccc.weizmann.ac.il/keyword/18972/
REPORTS > KEYWORD > LEARNING PARITY: Reports tagged with Learning Parity: TR15-126 | 27th July 2015. Jacob Steinhardt, Gregory Valiant, Stefan Wager ...
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36 The Sample Complexity of Distribution ... - Papers With Code
https://paperswithcode.com/paper/the-sample-complexity-of-distribution-free
Our result extends a recent similar lowerbound on the sample complexity of private agnostic learning of parity functions in the shuffle model by ...
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37 Agnostic Learning and Noisy Parity Problem (Short Notes)
https://pdos.csail.mit.edu/~petar/arg/agnosticLearning.pdf
Agnostic Learning and Noisy Parity Problem. (Short Notes). Based in part on a paper by Kalai, Mansour and Verbin [KMV08].
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38 XOR Codes and Sparse Learning Parity with Noise
https://msabin.github.io/files/papers/BSV19.pdf
Learning Parity with Noise, in particular, uses F2 and errors, ei, being 1 with some constant probability. Here we consider the sparse variant of LPN where,.
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39 How We Achieved Gender Parity in Software Engineering
https://www.learning.com/blog/gender-parity-software-engineering/
Learning.com is proud to have a software engineering team that is 50% female, a significant departure from the industry norm.
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40 New Algorithms for Learning in Presence of Errors
https://users.cs.duke.edu/~rongge/LPSN.pdf
This notion is best illustrated with the learning parities with noise (LPN) problem —well-studied in learning theory and cryptography. In the standard version, ...
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41 Derive probability estimation for 'learning from parity with error'
https://crypto.stackexchange.com/questions/102605/derive-probability-estimation-for-learning-from-parity-with-error
› questions › derive-p...
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42 Letters A neural network to solve the hybrid N-parity
https://www.sciencedirect.com/science/article/abs/pii/S0925231205001074
... recurrent neural networks trained with gradient descent via different learning algorithms can learn the seen pattern samples of the hybrid N-parity.
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43 Extending Clause Learning DPLL with Parity Reasoning
https://ebooks.iospress.nl/volumearticle/5732
To solve such problems without translation to CNF, we develop a parity constraint reasoning method that can be integrated to a clause learning solver.
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44 Time-memory trade-offs for the learning parity with noise ...
https://d-nb.info/116345169X/34
such as the Learning Parity with Noise (LPN) and the Learning with Errors (LWE) problems which are quantum-resistant, meaning that they are ...
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45 Masabho Peter Milali, Marquette University
https://epublications.marquette.edu/dissertations_mu/907/
Machine Learning and Data Mining-Based Methods to Estimate Parity Status and Age of Wild Mosquito Vectors of Infectious Diseases from Near-Infrared Spectra ...
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46 Learning parity. Solved the 3x3x3 and would like a new ...
https://m.facebook.com/figtreegames/videos/-learning-parity-solved-the-3x3x3-and-would-like-a-new-challenge-given-the-4x4x4/770847636826555/
› ... › Fig Tree Games › Videos
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47 Progressions in young learners' understandings of parity ...
https://www.tandfonline.com/doi/abs/10.1080/10986065.2022.2053775
Maria Blanton is a Senior Scientist at TERC, Inc., in Cambridge, MA. Her research focuses on the learning progressions in children's algebraic thinking and the ...
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48 Pantry Parity | Our Path Forward - Kenyon Campaign
https://forward.kenyon.edu/stories/story/pantry-parity/
Pantry Parity. Students in a religious studies ... “In a humanities class, you should be learning about society and people. Why not experience society and ...
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49 An analysis of machine learning risk factors and risk ... - PLOS
https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0272521
The study aims to analyze data related to machine learning risk factors and risk parity portfolio optimization and determine that the ...
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50 The Minimal Disagreement Parity Problem as a Hard ...
https://www.cis.upenn.edu/~mkearns/papers/CrawfordKearnsSchapire.pdf
We overview the relevant work in coding theory and learning theory. We then give the translation to satisfiability used to create the parity ...
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51 Parity of experience - Learning and Teaching Hub @Bath
https://teachinghub.bath.ac.uk/the-bath-blend/essentials/parity-of-experience/
Parity of experience in the Bath Blend. Our challenge is to prepare the best learning experiences for all students, no matter ...
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52 Portfolio construction by risk parity in the context of machine ...
https://medium.com/@TomCapitalAG/portfolio-construction-by-risk-parity-in-the-context-of-machine-learning-62a48d7211d7
Hierarchical risk parity (HRP), as proposed in Lopez de Prado (1) combines structural observations of data (graph theory) with machine learning to build a ...
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53 Low-density Parity Constraints for Hashing-Based Discrete ...
https://proceedings.mlr.press/v32/ermon14.html
Stefano Ermon, Carla Gomes, Ashish Sabharwal, Bart Selman. Proceedings of the 31st International Conference on Machine Learning, PMLR 32(1):271-279, 2014.
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54 Recall Parity - Arize AI
https://arize.com/glossary/recall-parity/
What Is Recall Parity In Machine Learning. Recall Parity. Often used as a model fairness metric, recall parity measures how “sensitive” the model is for one ...
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55 The Sample Complexity of Distribution-Free Parity ... - DeepAI
https://deepai.org/publication/the-sample-complexity-of-distribution-free-parity-learning-in-the-robust-shuffle-model
03/29/21 - We provide a lowerbound on the sample complexity of distribution-free parity learning in the realizable case in the shuffle model ...
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56 An Analysis of Machine Learning Risk Factors and Risk Parity ...
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3973798
This research looks at how machine learning and factor-based portfolio optimization may create risk parity portfolios with risk factor ...
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57 Side-channel Analysis of a Learning Parity with Physical ...
https://perso.uclouvain.be/fstandae/PUBLIS/249.pdf
Abstract Learning Parity with Physical Noise. (LPPN) has been proposed as an assumption on which to build authentication protocols based on the Learning.
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58 Hierarchical Risk Parity: Introducing Graph Theory and ...
https://portfoliooptimizer.io/blog/hierarchical-risk-parity-introducing-graph-theory-and-machine-learning-in-portfolio-optimizer/
Hierarchical Risk Parity: Introducing Graph Theory and Machine Learning in Portfolio Optimizer. 4 minute read ...
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59 FPGA Implementation of a Cryptographically-Secure PUF ...
https://www.mdpi.com/2410-387X/1/3/23
... computational fuzzy extractor and physical unclonable function (PUF) challenge-response protocol based on the Learning Parity with Noise (LPN) problem.
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60 Chapter 6 Learning Theory
http://users.cms.caltech.edu/~vidick/notes/CMS139/boolean.pdf
parity coefficients form a basis that spans the vector space. 6.4 Learning juntas. Let f : {−1,1}n → {−1,1} be a Boolean function.
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61 Autism Spectrum & Learning Disorders | ParityTrack
https://www.paritytrack.org/legal-cases/category/autism-spectrum-learning-disorders/
The Court further declared that under the Mental Health Parity Act Defendants were required to cover medically necessary ABA therapy, as determined on an ...
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62 180730 Parity Learning from the Past, Looking into the Future
https://shelter.org.au/publications/180730-parity-learning-from-the-past-looking-into-the-future/
180730 Parity Learning from the Past, Looking into the Future. 180730 Parity Learning from the Past, Looking into the ...
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63 PPP Learning Series: Our Courts and Why They Matter
https://peoplesparity.org/learningseries/
The People's Parity Project is excited to launch an ongoing learning series of educational events for our organizers, other advocates and the general public ...
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64 Demonstration of quantum advantage in machine learning
https://www.nature.com/articles/s41534-017-0017-3
Here we solve an oracle-based problem, known as learning parity with noise, on a five-qubit superconducting processor.
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65 Nudges to Improve Learning and Gender Parity: Preliminary ...
https://docs.edtechhub.org/lib/PWU63GQS
Nudges to Improve Learning and Gender Parity: Preliminary findings on supporting parent-child educational engagement during Covid-19 using mobile phones · Aurino ...
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66 Adaptive Seriational Risk Parity and Other Extensions for ...
https://jfds.pm-research.com/content/early/2021/10/06/jfds.2021.1.078
HRP applies modern mathematics (graph theory and machine-learning techniques) to build a diversified portfolio based on the information ...
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67 Enhanced Search on Course Catalog – Filter Parity and ...
https://help.csod.com/help/csod_0/Content/0_Whats_New/224/Learning/Search/LMS_Search_Catalog_224.htm?TocPath=Release%20Notes%20for%20November%202022%7CLearning%7CSearch%7C_____2
With this enhancement, administrators can now enable Enhanced Search capabilities when searching the course catalog. When the "Enable Learning ...
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68 A Critical Review of Fair Machine Learning - Sharad Goel
https://5harad.com/papers/fair-ml.pdf
in developing fair machine-learning algorithms. ... classification parity, and calibration—suffer from deep statistical limitations.
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69 Quantum Advantage in Learning Parity with Noise
https://uwaterloo.ca/institute-for-quantum-computing/events/quantum-advantage-learning-parity-noise
In particular, exponential quantum speedup is recently demonstrated in learning a Boolean function that calculates the parity of a randomly chosen input bit ...
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70 Enabling gender parity in higher education and the research ...
https://www.inasp.info/publications/enabling-gender-parity-higher-education-and-research-sector-learning-east-africa
Over the last year, INASP has been gathering learning with a number of its partners in three countries – Ethiopia, Tanzania and Uganda – to ...
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71 Quantum Machine Learning Simulation of Higgs Boson ...
https://abstracts.societyforscience.org/Home/PrintPdf/20590
Quantum Machine Learning Simulation of Higgs Boson. Charge Parity Symmetry Violation. Braun, Lane (School: Beaverton Academy of Science and Engineering).
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72 Literacy, Learning and 'Participatory Parity' - New Prairie Press
https://newprairiepress.org/cgi/viewcontent.cgi?article=3362&context=aerc
"Literacy, Learning and 'Participatory Parity'," Adult Education Research Conference. ... Keywords: adult literacy; learning identities; social justice.
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73 Perfect loss of generalization due to noise in K=2 parity ...
http://iopscience.iop.org/article/10.1088/0305-4470/27/6/017/pdf
Learning in a specific type of multilayer network referred to as a K = 2 parity machine is studied in the limit thal both the system size N and the number ...
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74 A machine learning-based hierarchical risk parity approach on ...
https://ideas.repec.org/a/eee/finlet/v38y2021ics154461232030177x.html
by T Burggraf · 2021 · Cited by 14 —
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75 The case of leadership at Gert Sibande TVET College, South ...
https://www.scienceopen.com/hosted-document?doi=10.47622/9781928502425_12
E-learning contributed to improving learning flexibility for financially precarious ... Enabling open learning and participatory parity through increased ...
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76 Parity in Utility: One way to think about fairness in machine ...
https://makingnoiseandhearingthings.com/2018/02/25/parity-in-utility-one-way-to-think-about-fairness-in-machine-learning-tools/
Parity of utility: A machine learning application which automatically completes a task using human data should not preform reliably worse ...
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77 Parity Talks II: Learning from Institutional Practices and ...
https://arch.ethz.ch/en/parity-diversity/Parity-Talks/pt2.html
Parity group is a fluid group of students, assistants, and professors from the department of architecture at ETH zurich who meet to discuss issues around gender ...
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78 Learning from the Gender Parity Task Forces - weforum.org
https://www3.weforum.org/docs/WEF_2016_Closing_the_Economic_Gender_Gap.pdf
Closing the Economic Gender Gap: Learning from the Gender Parity Task Forces. Contents. 3 Introduction. 4 The Task Force Model: Public-.
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79 A Tutorial on Fairness in Machine Learning | by Ziyuan Zhong
https://towardsdatascience.com/a-tutorial-on-fairness-in-machine-learning-3ff8ba1040cb
Individual Fairness; Counterfactual fairness. where the Demographic Parity, Equalized Odds, and Predictive Rate Parity fall into a larger ...
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80 Parity effects in an implicit-learning task. - APA PsycNet
https://psycnet.apa.org/record/2007-14748-001
Is it possible to extract knowledge from complex material and then unknowingly use it? This key question in the field of implicit learning is addressed here ...
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81 Tilinglike learning in the parity machine
https://research.rug.nl/en/publications/tilinglike-learning-in-the-parity-machine
Tilinglike learning in the parity machine. Michael Biehl, Manfred Opper. Research output: Contribution to journal › Article › Academic › peer-review.
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82 High-Quality Early Learning Settings Depend on a High ...
https://www.acf.hhs.gov/archive/ecd/map/high-quality-early-learning-settings-depend-high-quality-workforce
Low Wages and Lack of Pay Parity Undermine Quality. Despite the importance of high quality settings to healthy child development and school readiness, ...
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83 Model parity: a balancing act - Fairness and protections in ...
https://www.coursera.org/lecture/ai-data-bias/model-parity-a-balancing-act-NmE0j
In this course, we will explore fundamental issues of fairness and bias in machine learning. As predictive models begin making important ...
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84 In Pursuit of Pre-K Parity
https://cscce.berkeley.edu/publications/brief/in-pursuit-of-pre-k-parity/
This brief is the first resource in a three-part series on pre-K teacher compensation parity, jointly undertaken by CSCCE and NIEER.
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85 "Un"Fair Machine Learning Algorithms
https://www.ftc.gov/system/files/documents/public_events/1567421/fuaserisinghsrinivasan_updated2.pdf
In response, several fairness notions, such as equal opportunity, demographic parity, equal- ized odds, and conditional statistical parity, have been proposed ...
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86 Parity moves to enhance learning experiences with the launch ...
https://www.24-7pressrelease.com/press-release/35452/parity-moves-to-enhance-learning-experiences-with-the-launch-of-parity-e-books
Parity is making available to its delegates, a unique learning support library across 178 of its top courses.
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87 “Un”Fair Machine Learning Algorithms | Management Science
https://pubsonline.informs.org/doi/abs/10.1287/mnsc.2021.4065
In response, several “fair” machine learning (ML) algorithms that require impact parity (e.g., equal opportunity) at the cost of equal ...
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88 learning parity with noise - Benjamin Fuller
https://benjamin-fuller.uconn.edu/tag/learning-parity-with-noise/
› tag › learning-parit...
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89 Approaching fairness in machine learning - Moody Rd
http://blog.mrtz.org/2016/09/06/approaching-fairness.html
I will argue that demographic parity not only cripples machine learning, it also fails to guarantee fairness. In a second post, ...
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90 Asset Allocation - Hierarchical Risk Parity Video - MATLAB
https://www.mathworks.com/videos/asset-allocation-hierarchical-risk-parity-1577957794663.html
› videos › asset-allocation-hi...
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91 Learning Capability, Technological Parity, and Innovation ...
https://onlinelibrary.wiley.com/doi/abs/10.1111/j.1540-5885.2009.00702.x
The purpose of this research was to examine whether a firm's learning capability interacts with industry technological parity to predict ...
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92 Some Recent Progress on Cryptography from Learning Parity ...
http://yuyu.hk/files/LPN.pdf
1 Learning Parity with Noise (LPN). The two versions of LPN. Asymptotic hardness of LPN. Related work. 2 The road map.
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93 Parity (getparity.ai) - LinkedIn
https://www.linkedin.com/company/parity-ai
Parity (getparity.ai) | 324 followers on LinkedIn. An anti-oppression, early-stage AI startup with a vision to end algorithmic inequality.
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94 Is there a machine learning algorithm which successfully ...
https://stackoverflow.com/questions/9484847/is-there-a-machine-learning-algorithm-which-successfully-learns-the-parity-funct
Also, I believe no neural network of a fixed depth would succeed, since computing the parity function is not in the complexity class AC0.
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95 Parity Technologies: Blockchain Infrastructure for the ...
https://www.parity.io/
Parity Technologies builds core blockchain infrastructure. From Parity Ethereum, the most advanced Ethereum client, to Polkadot, the next-generation ...
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96 Learn In-Demand Skills. Get Hired. Advance Your Career.
https://zerotomastery.io/academy/
Join 750000+ students learning in-demand skills and getting hired at ... Start Learning Now ... Are discounts available for Purchasing Power Parity?
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