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#Statistical Models

Showing: 48 courses
Harvard University

Quantitative Social Science Methods

1 rewiews
First course for incoming Harvard Government Department PhD students; also taken by students in other departments, and students elsewhere through the Harvard Extension School. Instructor: Gary King.
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19 Lesons
19 hours
On-Demand
Free-Video
Stanford University

Combining Physical and Statistical Models in Projected Global Warming

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Combining physical and statistical models to narrow uncertainty in global warming projections, focusing on Earth's energy budget and model-observation relationships for more accurate future warming estimates.
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13 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Dynatrace

Metric Forecasting with Dynatrace - Predictive IT Resiliency Automation

0 rewiews
Explore probabilistic forecasting for cloud resource management. Learn mathematical models, leverage forecasts in Notebooks, and automate infrastructure scaling using Dynatrace's predictive IT resiliency.
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6 Lesons
32 minutes
On-Demand
Free-Video
Broad Institute

Scalable Single-Cell Models for eQTL Mapping - Primer and Main Talk

0 rewiews
Explore scalable single-cell models for robust cell-state-dependent eQTL mapping. Learn about statistical challenges, computational solutions, and applications in identifying autoimmune disease risk loci in memory T cells.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video

Binomial Distribution

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Learn to calculate and interpret binomial probabilities using formulas, tables, and graphs. Explore the binomial distribution as a statistical model for real-world applications.
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5 Lesons
30 minutes
On-Demand
Free-Video
Data Science Dojo

Effective Data Storytelling as a Data Scientist in Industry

0 rewiews
Learn effective data storytelling techniques for industry presentations. Avoid common mistakes, improve communication of ML models, and craft compelling data stories to enhance stakeholder relationships.
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7 Lesons
50 minutes
On-Demand
Free-Video
Institute for Advanced Study

Successes and Challenges in Neural Models for Speech and Language - Michael Collins

0 rewiews
Explore neural models' impact on speech and language processing, examining successes, challenges, and key architectures in parsing, word embeddings, and transformers.
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14 Lesons
45 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Community Detection in Weighted Networks

0 rewiews
Explore community detection in weighted networks using Gaussian models. Learn about a fast EM algorithm for optimal community label recovery in complex random systems.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Simons Institute

What Does It Take to Be a Good Fisherman?

0 rewiews
Explore statistical challenges in learning from biased data, focusing on self-selection issues in various fields and discussing recent progress in econometric modeling and auction theory.
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17 Lesons
1 hour 7 minutes
On-Demand
Free-Video
IEEE

Spotless Sandboxes: Evading Malware Analysis Systems Using Wear-and-Tear Artifacts

0 rewiews
Explore techniques for evading malware analysis systems by exploiting wear-and-tear artifacts on real devices, with insights on detection accuracy and potential defensive strategies.
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17 Lesons
21 minutes
On-Demand
Free-Video
Alan Turing Institute

Negativity and Semantic Change - Will Hamilton, Stanford University

0 rewiews
Explore dynamic word embeddings to test semantic instability in negative vs. positive language, with implications for sentiment analysis tools and linguistic evolution.
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24 Lesons
42 minutes
On-Demand
Free-Video
Alan Turing Institute

Data Science Applications - Environment/Ecology

0 rewiews
Explore statistical modeling techniques for ecological data, focusing on hidden Markov models, Bayesian inference, and capture-recapture methods. Learn to analyze and interpret complex environmental datasets.
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27 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Simons Institute

Statistical Inference I

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Explore statistical inference fundamentals, including models, estimation, minimax risk, and Bayesian approaches, with UC Berkeley's Will Fithian.
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8 Lesons
56 minutes
On-Demand
Free-Video
Alan Turing Institute

Learning Real-World Probabilistic Models with Approximate Message Passing

0 rewiews
Explore probabilistic modeling for big data using factor graphs and message passing. Learn how Amazon tackles real-world problems with advanced statistical techniques in the era of structured data.
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1 Lesons
54 minutes
On-Demand
Free-Video
Alan Turing Institute

Unveiling the Mysteries in Spatial Gene Expression

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Explore cutting-edge statistical methods for analyzing spatial gene expression data, uncovering cellular mysteries and advancing computational biology with Professor Bin Yu.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Validate and Monitor Your AI and Machine Learning Models

0 rewiews
Discover techniques for validating and monitoring advanced AI and ML models, ensuring long-term performance and business adoption in various industries.
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1 Lesons
48 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2022 - Golem of Prague

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Explore statistical modeling, scientific workflow, and causal inference through the lens of golems, owls, and DAGs in this thought-provoking introduction to statistical rethinking.
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5 Lesons
41 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

The Kikuchi Hierarchy and Tensor PCA

0 rewiews
Explores advanced algorithms for tensor PCA, introducing a new hierarchy inspired by Kikuchi free energy to improve belief propagation performance and match sum-of-squares methods.
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13 Lesons
34 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Estimating the Reach of a Manifold

0 rewiews
Explore estimating manifold reach in geometric inference, covering problem formulation, statistical models, and minimax estimates for global and local cases.
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15 Lesons
1 hour
On-Demand
Free-Video
Alan Turing Institute

New Challenges in Computational Statistics

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Explore cutting-edge computational statistics challenges and innovations in this lecture by Professor Gareth Roberts, focusing on complex data analysis and algorithm advancements in statistical science.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Conference GSI

Aggregated Tests Based on Supremal Divergence Estimators for Non-Regular Statistical Models

0 rewiews
Explore advanced statistical techniques for non-regular models using supremal divergence estimators and aggregated tests. Enhance analytical skills for complex data scenarios.
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1 Lesons
21 minutes
On-Demand
Free-Video
Conference GSI

The Phase Space Description of the Geodesics on the Statistical Model on a Finite Set - Trajectory

0 rewiews
Explore geodesics on statistical models using phase space descriptions, focusing on finite sets and trajectories in information geometry.
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1 Lesons
21 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 12

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Explore statistical models for linking ecological data to theory in this advanced quantitative ecology lecture by Paula Lemos Costa from the University of Chicago.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 11

0 rewiews
Explore statistical models linking data to theory, focusing on geometric models, differential equations, and Gaussian processes. Learn to integrate theory with real-world ecological data.
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16 Lesons
1 hour 23 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 10

0 rewiews
Explore statistical models linking data to theory in quantitative ecology. Learn from expert Diogo Melo about advanced techniques for analyzing ecological data and developing robust theoretical frameworks.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 9

0 rewiews
Explore statistical models linking data to theory, focusing on generalized linear models, binary data, logistic regression, and Poisson distribution in quantitative ecology.
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14 Lesons
1 hour 31 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 8

0 rewiews
Explore statistical models linking data to theory in quantitative ecology. Learn advanced techniques for analyzing ecological data and developing robust theoretical frameworks.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 7

0 rewiews
Explore statistical models linking data to theory, focusing on typical sets, Markov chains, and Hamiltonian samplers in quantitative ecology.
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13 Lesons
1 hour 5 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 6

0 rewiews
Explore statistical models linking data to theory in quantitative ecology. Learn advanced techniques for analyzing ecological data and developing robust theoretical frameworks.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 5

0 rewiews
Explore statistical models linking ecological data to theory in this advanced quantitative ecology lecture by Paulo Inacio Prado.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 4

0 rewiews
Explore statistical models linking ecological data to theory, focusing on advanced techniques for quantitative analysis in ecology.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 3

0 rewiews
Explore statistical models linking data to theory in quantitative ecology. Learn from expert Andrea Sanchez-Tapia in this comprehensive lecture on advanced ecological analysis techniques.
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1 Lesons
1 hour 28 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 2

0 rewiews
Explore statistical models linking data to theory in quantitative ecology. Learn from expert Andrea Sanchez-Tapia in this comprehensive lecture on advanced ecological analysis techniques.
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1 Lesons
1 hour 28 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 1

0 rewiews
Explore statistical models in ecology, linking data to theory. Learn logistic growth, ecological studies, and probabilistic modeling techniques for quantitative analysis.
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18 Lesons
1 hour 31 minutes
On-Demand
Free-Video
Data Science Festival

Climate Change Modeling with Limited Data: Strategies for Financial Risk Assessment

0 rewiews
Explore narrative-based scenario analyses for climate risk assessment, combining empirical data and statistical models to support actionable advice on net-zero investment strategies.
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1 Lesons
40 minutes
On-Demand
Free-Video
Bogolyubov Institute for Theoretical Physics

Статистична модель утворення адронів у високоенергетичних зіткненнях - Частина 2

0 rewiews
Дослідіть статистичну модель утворення адронів та їх поведінку при високоенергетичних зіткненнях через поглиблений аналіз теоретичних основ та експериментальних даних.
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1 Lesons
1 hour 46 minutes
On-Demand
Free-Video
Bogolyubov Institute for Theoretical Physics

Статистична модель утворення адронів у високоенергетичних зіткненнях

0 rewiews
Дослідіть статистичну модель формування адронів при зіткненнях високих енергій та її застосування в теоретичній фізиці елементарних частинок.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Data Science Conference

Model Validation Using Deep Generation of Stress Data

0 rewiews
Discover advanced techniques for model robustness validation through deep generative models, focusing on stress testing, performance assessment, and handling unlikely events in data science applications.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Valence Labs

The Statistical Structure of Identifiable Generative Models

0 rewiews
Explore the statistical structure of identifiable generative models, focusing on causal representation learning, model identifiability, and unique inferences from observations under suitable assumptions.
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6 Lesons
49 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Standardized Tests and Affirmative Action - The Role of Bias and Variance

0 rewiews
Explore the impact of bias and variance in standardized tests on affirmative action policies, examining their role in shaping educational opportunities and social equity.
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6 Lesons
18 minutes
On-Demand
Free-Video
0xdade

IPv666 - Address of the Beast

0 rewiews
Explore IPv6 security implications, including enumeration techniques, statistical models for host discovery, and honeypotting methods. Learn about IPv6 exposure compared to IPv4 and access open-source scanning software.
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34 Lesons
41 minutes
On-Demand
Free-Video
Devoxx

Anomaly Detection in Real Time - Simplicity Is the Ultimate Sophistication

0 rewiews
Aprenda a detectar anomalias em tempo real usando técnicas simples e eficazes. Descubra como criar um modelo estatístico para monitorar tráfego web, eventos de busca e cliques em anúncios.
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27 Lesons
1 hour 8 minutes
On-Demand
Free-Video
EuroPython Conference

Bioinformatics Pipeline for Revealing Tumour Heterogeneity

0 rewiews
Explore a Python-based bioinformatics pipeline for analyzing single-cell DNA sequencing data to reveal tumor heterogeneity, aiding in personalized cancer treatment decisions.
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1 Lesons
28 minutes
On-Demand
Free-Video
Georgia Tech Research

Projected Power Method: An Efficient Algorithm for Joint Discrete Assignment - Lecture 3

0 rewiews
Explore an efficient algorithm for joint discrete assignment using projected power method. Learn about low-complexity procedures, optimization techniques, and statistical models for solving discrete assignment problems.
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1 Lesons
46 minutes
On-Demand
Free-Video
UofU Data Science

Exponential Family and Information Theory in Probability Distributions - Lecture 8

0 rewiews
Dive into advanced statistical concepts including exponential families, multivariable Gaussian distributions, and information theory fundamentals for data science applications.
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8 Lesons
1 hour 22 minutes
On-Demand
Free-Video
UofU Data Science

Predictive Distribution and Model Comparison in Linear Models - Lecture 12

0 rewiews
Dive into predictive distribution modeling, exploring linear models, binary classification, and logistic regression while mastering maximum molecular estimation techniques.
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9 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Speech, Language, and Machine Learning

0 rewiews
Explore speech, language, and machine learning concepts with Jeff A. Bilmes from the University of Washington in this comprehensive lecture.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

CDG-Based Language Models - 2009

0 rewiews
Explore context-dependent grammar-based language models and their applications in natural language processing and speech recognition.
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1 Lesons
1 hour 28 minutes
On-Demand
Free-Video