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#Ordinary Least Squares

Showing: 9 courses

Introducing Linear Algebra

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Comprehensive exploration of linear algebra concepts, from basic operations to advanced topics, with practical applications using Julia and Python programming languages.
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33 Lesons
9 hours
On-Demand
Free-Video
Professor Knudson

Regression

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Explore point estimation, maximum likelihood, and distribution for regression coefficients, focusing on ordinary least squares and slope estimator analysis.
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7 Lesons
30 minutes
On-Demand
Free-Video

Learn Statistics with Python

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Master Python for statistical analysis: design matrices, linear models, F distribution, and OLS. Hands-on tutorials using Orange and Patsy libraries for practical data science skills.
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4 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Modern Linear Algebra Using Python Instead of a Textbook

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Explore linear algebra concepts through hands-on Python programming, covering matrix operations, decompositions, and applications in machine learning and data analysis.
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9 Lesons
2 hours 30 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Simultaneous Equation Model - Part III: Simultaneity Bias and OLS Implications

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Explore simultaneity bias and its impact on OLS estimation in simultaneous equation models. Gain insights into addressing this econometric challenge.
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1 Lesons
24 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Gauss-Markov Theorem

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Explore the fundamental principles and applications of the Gauss-Markov theorem in statistical analysis and linear regression modeling.
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1 Lesons
23 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Diagnostics to Improve Linear Model Fit - OLS Analysis and Residual Plots

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Explore techniques to enhance linear model fit through residual analysis, normality checks, and outlier detection in OLS regression.
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11 Lesons
29 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Hands-on with Python: Estimating Regression Coefficients with OLS and Abline - Part 2

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Estimate regression coefficients using OLS and abline in Python, gaining practical experience with statistical analysis techniques.
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1 Lesons
29 minutes
On-Demand
Free-Video

Multivariate Statistical Analysis

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Comprehensive exploration of multivariate statistical techniques, covering theory, problem-solving, and implementation in R and Excel. Ideal for data analysis across various fields.
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17 Lesons
13 hours
On-Demand
Free-Video