Udemy - Applied Empirical Economics with R and Machine Learning

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Udemy - Applied Empirical Economics with R and Machine Learning

Torrent Contents Size: 2.8 GB

Udemy - Applied Empirical Economics with R and Machine Learning
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1 - A large scale job counseling experiment.mp4
MP4
28.5 MB
1 - Experiment - Study the Impact of Search Engine Advertisement.mp4
MP4
31.7 MB
1 - Linear regression.mp4
MP4
44.5 MB
1 - Machine Learning.mp4
MP4
27.2 MB
1 - Overview.mp4
MP4
43.9 MB
10 - Bagging in Random Forests.mp4
MP4
20.9 MB
10 - Example continued..(1).mp4
MP4
6.4 MB
10 - IV regression in our job counseling application.mp4
MP4
26.3 MB
10 - R-squared.mp4
MP4
11 MB
10 - The parallel trends assumption.mp4
MP4
43 MB
11 - Example continued..(2).mp4
MP4
21.9 MB
11 - Excursion Should we worry about the small R-squared in the regressions.mp4
MP4
41.7 MB
11 - Hyperparameter Tuning.mp4
MP4
27.1 MB
11 - Wine out-of-sample prediction.mp4
MP4
30.5 MB
12 - Example continued..(3).mp4
MP4
31.9 MB
12 - Hyperparameter tuning with a validation data set.mp4
MP4
29.8 MB
12 - Which average treatment effect does our IV estimator estimate.mp4
MP4
32.2 MB
13 - Indogeneity and Exogeneity.mp4
MP4
55.6 MB
13 - The Rubin causal model and average treatment effects.mp4
MP4
87.4 MB
13 - k-fold cross validation.mp4
MP4
31.8 MB
14 - Causal graphs and endogeneity.mp4
MP4
39.5 MB
14 - IV estimator estimates local average treatment effect (LATE).mp4
MP4
83.1 MB
15 - Bias of OLS estimator in the homework example.mp4
MP4
18.1 MB
15 - Not perfectly randomized treatment allocation.mp4
MP4
16.8 MB
16 - Bias of OLS estimator in the homework example cont..(1).mp4
MP4
17.5 MB
16 - Region fixed effects or inverse probability weighting.mp4
MP4
47.9 MB
17 - An example to motivate inverse probability weighting.mp4
MP4
120.3 MB
17 - Bias of OLS estimator in the homework example cont...(2).mp4
MP4
37.3 MB
18 - 4 regressions for our inverse probability weighting example and discussion.mp4
MP4
84.6 MB
18 - Bias of OLS estimator in the homework example cont...(3).mp4
MP4
15.9 MB
19 - Back to our job-counseling application.mp4
MP4
44.4 MB
19 - Bias of OLS estimator in the homework example cont...(4).mp4
MP4
13.8 MB
2 - Controlled Experiments to Study Revenue Impact of SEM.mp4
MP4
38.6 MB
2 - Estimating sample linear regression example.mp4
MP4
28.3 MB
2 - Experiment continued - the OLS Regression.mp4
MP4
42.5 MB
2 - Linear Regression.mp4
MP4
30.2 MB
2 - Predications for training data sets.mp4
MP4
10.3 MB
20 - Bias of OLS estimator in the homework example cont...(5).mp4
MP4
16.6 MB
21 - Bias of OLS estimator in the homework example cont...(6).mp4
MP4
20.5 MB
22 - Are there sources of exogenous variation in our homework example.mp4
MP4
32.6 MB
23 - The causal effects of education.mp4
MP4
13.5 MB
24 - Abstract of two empirical studies.mp4
MP4
116.4 MB
25 - Randomized Experiments.mp4
MP4
29.5 MB
26 - Interpreting Effect Sizes.mp4
MP4
30.5 MB
27 - Non-linear effects.mp4
MP4
67.8 MB
28 - Heterogeneous effects.mp4
MP4
46.8 MB
3 - Estimating sample linear regression continued...(1).mp4
MP4
52.7 MB
3 - Experiment continued - the endogeneity problem.mp4
MP4
22.5 MB
3 - Experiment continued.mp4
MP4
19.4 MB
3 - Ordinary Least Squares Estimation.mp4
MP4
14.5 MB
3 - Predications for test data sets.mp4
MP4
9.4 MB
4 - Difference in Difference Estimator.mp4
MP4
55.1 MB
4 - Estimating sample linear regression continued...(2).mp4
MP4
15 MB
4 - Estimating the Linear Regression in R.mp4
MP4
36.6 MB
4 - Instrumental Variable Estimation.mp4
MP4
24.1 MB
4 - Mean absolute error and root mean squared error.mp4
MP4
20.8 MB
5 - DiD estimation via linear regression.mp4
MP4
70 MB
5 - Estimating sample linear regression continued...(3).mp4
MP4
30.8 MB
5 - Instrumental Variable Estimation in a Simple Linear Regression.mp4
MP4
13.3 MB
5 - Overfitting.mp4
MP4
24.9 MB
5 - Regression Results and Adding Age as Explanatory Variable.mp4
MP4
21.6 MB
6 - DiD estimation via linear regression cont.mp4
MP4
14.9 MB
6 - Explaining effect of age on temperature coefficient.mp4
MP4
43.7 MB
6 - Formula standard error in simple linear regression.mp4
MP4
23.8 MB
6 - IV Estimation via Two-Stage Least Squares.mp4
MP4
45.2 MB
6 - Regression Trees.mp4
MP4
17.8 MB
7 - Channel Variables.mp4
MP4
20.5 MB
7 - Direct IV estimation.mp4
MP4
19.6 MB
7 - Estimating a regression tree.mp4
MP4
25.7 MB
7 - Fixed Effects Estimator.mp4
MP4
72.9 MB
7 - Simulated emperical distribution, convergence of OLS estimator, coefficients.mp4
MP4
29.7 MB
8 - Cluster-Robust Standard Errors.mp4
MP4
43.9 MB
8 - Confidence intervals, t-values, p-values and significance stars.mp4
MP4
67.5 MB
8 - IV estimation with more than one instrument and with control variables.mp4
MP4
62.9 MB
8 - Optional Regression trees and dummy variable regression.mp4
MP4
13.8 MB
8 - Unobserved confounders.mp4
MP4
47 MB
9 - Discussion The Effects of Search Engine Marketing.mp4
MP4
74 MB
9 - Example homework.mp4
MP4
11.5 MB
9 - IV estimation in our job counseling application.mp4
MP4
22 MB
9 - Log-level regression.mp4
MP4
48.4 MB
9 - Random forests.mp4
MP4
8 MB
Bonus Resources.txt
TXT
102.4 B
Get Bonus Downloads Here.url
URL
204.8 B

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