coursera-mastering-data-analysis-in-excel-2022-6
1_about-this-course\
1_introduction-to-the-specialization\
0:00 1_about-this-specialization
2_introduction-to-this-course\
4:30 2_introduction-to-mastering-data-analysis-in-excel
2_excel-essentials-for-beginners\
1_basic-excel-syntax\
10:53 2_introduction-to-using-excel-in-this-course
16:29 3_basic-excel-vocabulary-intro-to-charting
23:45 4_arithmetic-in-excel
26:12 5_functions-on-individual-cells
2_functions-on-arrays\
30:09 1_functions-on-a-set-of-numbers
40:09 2_functions-on-ordered-pairs-of-data
48:43 3_sorting-data-in-excel
54:13 4_introduction-to-the-solver-plug-in
3_binary-classification\
1_binary-classification-and-the-confusion-matrix\
1:02:50 2_introduction-to-binary-classification
1:10:34 3_bombers-and-seagulls-confusion-matrix
1:19:23 4_costs-determine-optimal-threshold
1:24:00 5_calculating-positive-and-negative-predictive-values
1:29:35 6_how-to-calculate-the-area-under-the-roc-curve
1:41:20 7_binary-classification-with-more-than-one-input-variable
4_information-measures\
1_introduction-to-measuring-uncertainty\
1:48:46 2_quantifying-the-informational-edge
1:50:10 3_probability-and-entropy
1:57:25 4_entropy-of-a-guessing-game
2_new-data-and-information-gain\
2:04:42 1_dependence-and-mutual-information
2:08:09 2_the-monty-hall-problem
2:16:40 3_learning-from-one-coin-toss-part-1
2:21:59 4_learning-from-one-coin-toss-part-2
5_linear-regression\
1_introduction-to-parametric-models\
2:30:38 2_introducing-the-gaussian
2:31:56 3_introduction-to-standardization
2:36:48 4_standard-normal-probability-distribution-in-excel
2:44:13 5_calculating-probabilities-from-z-scores
2:49:05 6_central-limit-theorem
2:52:31 7_algebra-with-gaussians
2:59:13 8_markowitz-portfolio-optimization
2_unpacking-linear-regression\
3:11:51 1_standardizing-x-and-y-coordinates-for-linear-regression
3:18:04 2_standardization-simplifies-linear-regression
3:27:22 3_modeling-error-in-linear-regression
3:37:43 4_information-gain-from-linear-regression
6_additional-skills-for-model-building\
1_concepts-needed-for-final-project\
3:43:18 1_describing-histograms-and-probability-distributions-functions
3:52:16 2_some-important-and-frequently-encountered-pdfs
4:00:14 4_linear-regression-with-more-than-one-input-variable
4:05:12 5_understanding-why-over-fitting-happens
7_final-course-project\
1_case-study-modeling-credit-card-default-risk-and-customer-profitability\
4:20:04 2_final-project-information-part-1
4:23:26 3_final-project-information-part-2