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#Generalized Linear Models

Showing: 14 courses
statisticsmatt

Generalized Linear Models

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Comprehensive exploration of Generalized Linear Models, covering various regression techniques including Probit, Logistic, Complementary Log-Log, Poisson, Ordinal Logistic, and Multinomial Logistic.
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16 Lesons
3 hours 30 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Instrumental Variable Estimation for Multiple Linear Regression Models - Part IV

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Explore IV techniques for MLRM, generalized MLRM, multiple instruments, and endogenous variables in econometric modeling.
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5 Lesons
35 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Instrumental Variable Estimation - Part III

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Explore IV techniques for MLRM, Generalised MLRM, multiple instruments, and endogenous variables in econometric analysis.
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1 Lesons
27 minutes
On-Demand
Free-Video
Pascal Poupart

Logistic Regression and Generalized Linear Models

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Explore exponential family models, logistic regression, and Newton's method for classification tasks, with applications in app recommendation and sparse data analysis.
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11 Lesons
1 hour 35 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Modeling Events

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Explore statistical modeling for events, covering discrimination, mediation, generative models, and generalized linear models. Learn to analyze and compute interventions, with a bonus on survival analysis.
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9 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2022 - Modeling Events

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Explore statistical modeling of events, covering generative models, generalized linear models, logistic regression, and binomial regression. Learn to analyze gender applications and calculate marginal causal effects.
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11 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Simons Institute

Estimating Separable Matching Models

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Explores methods for estimating separable matching models with transferable utility, focusing on minimum distance estimation and reformulation of the Choo and Siow model as a generalized linear model with two-way fixed effects.
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1 Lesons
27 minutes
On-Demand
Free-Video
Simons Institute

Sparsifying Generalized Linear Models

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Explores sparsification of sums in generalized linear models, presenting algorithms for efficient computation and applications to optimization problems like regression.
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1 Lesons
56 minutes
On-Demand
Free-Video

Statistical Rethinking 2023

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Comprehensive exploration of advanced statistical concepts, from basic models to complex techniques like Gaussian Processes and Generalized Linear Models, enhancing analytical skills for data interpretation.
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20 Lesons
1 day 1 hour 41 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Generalised Linear Models: Introduction to Natural Exponential Family and Binomial Distributions

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Explore Generalised Linear Models and Natural Exponential Family, focusing on Binomial Distributions and their applications in statistical modeling.
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4 Lesons
19 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 9

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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
Databricks

Model Explanation and Prediction Exploration Using Spark ML

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Explore techniques for explaining non-linear models, showing feature contributions, and performing what-if analysis using Spark ML. Implement these methods to enhance model interpretability and enable interactive prediction exploration.
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7 Lesons
23 minutes
On-Demand
Free-Video
Simons Institute

Hitting the High-Dimensional Notes - An ODE for SGD Learning Dynamics in High-Dimensions

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Explore stochastic optimization algorithms in high dimensions, analyzing dynamics and performance of SGD and momentum methods using a framework inspired by random matrix theory.
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1 Lesons
56 minutes
On-Demand
Free-Video
UofU Data Science

Generalized Linear Models and Linear Regression - Lecture 11

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Dive into advanced statistical concepts including generalized linear models, nonlinear basis functions, and regularization techniques for robust data analysis and point estimation.
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11 Lesons
1 hour 19 minutes
On-Demand
Free-Video