Linkedin - Machine Learning And AI Foundations - Prediction, Causation, And Statistical Inference

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Linkedin - Machine Learning and AI Foundations - Prediction, Causation, and Statistical Inference

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Linkedin - Machine Learning and AI Foundations - Prediction, Causation, and Statistical Inference.torrent
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342 MB in 66 files
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Uploaded on 22-03-2022 by our crawler pet called "Spidey".
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[ CourseWikia.com ] Machine Learning and AI Foundations: Prediction, Causation, and Statistical Inference



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MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Skill Level: Beginner | Genre: eLearning | Language: English + srt | Duration: 2h 8m | Size: 341.8 MB



In the world of data science, machine learning and statistics are often lumped together, but they serve different purposes, and being versed in one doesn’t mean expertise in the other. In fact, applying a statistical approach to a machine learning problem, or vice versa, can lead to confusion more than elucidation. In this course, Keith McCormick covers how stats and machine learning are different, when to use each one, and how to use all the tools at your disposal to be clear and persuasive when you share your results. He covers topics like: Why correlation is insufficient evidence of causation; the difference between experimental and observational data; and the differences between traditional statistics and Bayesian statistics. Keith also looks at causality, a tricky topic when it comes to using statistics and machine learning to prove something causes something else. If you build machine learning models, run statistical analyses—or especially if you do both, this course is for you.



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Files in this torrent

FILENAMESIZE
~Get Your Files Here !/01 - Introduction/01 - Prediction, causation, and statistical inference.mp46.1 MB
~Get Your Files Here !/01 - Introduction/01 - Prediction, causation, and statistical inference.mp4.jpg214.3 KB
~Get Your Files Here !/01 - Introduction/01 - Prediction, causation, and statistical inference.srt2.2 KB
~Get Your Files Here !/02 - 1. What Is a Casual Model/01 - Lady tasting tea.mp412.9 MB
~Get Your Files Here !/02 - 1. What Is a Casual Model/01 - Lady tasting tea.srt7.4 KB
~Get Your Files Here !/02 - 1. What Is a Casual Model/02 - Why was it so difficult to establish causality.mp417.6 MB
~Get Your Files Here !/02 - 1. What Is a Casual Model/02 - Why was it so difficult to establish causality.srt9 KB
~Get Your Files Here !/02 - 1. What Is a Casual Model/03 - Why causation matters in a business setting.mp43.3 MB
~Get Your Files Here !/02 - 1. What Is a Casual Model/03 - Why causation matters in a business setting.srt2.1 KB
~Get Your Files Here !/02 - 1. What Is a Casual Model/04 - What is a causal model.mp46.1 MB
~Get Your Files Here !/02 - 1. What Is a Casual Model/04 - What is a causal model.srt3.3 KB
~Get Your Files Here !/03 - 2. Healthy Skepticism about Our Data and Our Results/01 - Skepticism about data Truman 1948 Election Poll.mp46.9 MB
~Get Your Files Here !/03 - 2. Healthy Skepticism about Our Data and Our Results/01 - Skepticism about data Truman 1948 Election Poll.srt4.4 KB
~Get Your Files Here !/03 - 2. Healthy Skepticism about Our Data and Our Results/02 - Skepticism about results Is that really the best predictor.mp410.5 MB
~Get Your Files Here !/03 - 2. Healthy Skepticism about Our Data and Our Results/02 - Skepticism about results Is that really the best predictor.srt5.8 KB
~Get Your Files Here !/03 - 2. Healthy Skepticism about Our Data and Our Results/03 - Skepticism about causes Is X really causing Y.mp48.5 MB
~Get Your Files Here !/03 - 2. Healthy Skepticism about Our Data and Our Results/03 - Skepticism about causes Is X really causing Y.srt4.5 KB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/01 - What is a strong correlation.mp421.2 MB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/01 - What is a strong correlation.srt10.2 KB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/02 - Pearson on correlation and causation.mp411.2 MB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/02 - Pearson on correlation and causation.srt7.4 KB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/03 - Correlation and regression.mp412.5 MB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/03 - Correlation and regression.srt7.5 KB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/04 - Challenge What is causing what.mp45.4 MB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/04 - Challenge What is causing what.srt2.8 KB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/05 - Solution What is causing what.mp421.1 MB
~Get Your Files Here !/04 - 3. Correlation Does Not Imply Causation/05 - Solution What is causing what.srt11.7 KB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/01 - Using probability to measure uncertainty.mp422.2 MB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/01 - Using probability to measure uncertainty.srt13 KB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/02 - p-value review.mp43.4 MB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/02 - p-value review.srt2 KB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/03 - Hypothesis testing checklist.mp47.7 MB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/03 - Hypothesis testing checklist.srt6.5 KB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/04 - Taleb on normality, mediocristan, and extremistan.mp412.9 MB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/04 - Taleb on normality, mediocristan, and extremistan.srt3.7 KB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/05 - Challenge Evaluate significant finding.mp44.8 MB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/05 - Challenge Evaluate significant finding.srt2.6 KB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/06 - Solution Evaluate significant finding.mp413 MB
~Get Your Files Here !/05 - 4. Prediction and Proof in Statistics/06 - Solution Evaluate significant finding.srt9.9 KB
~Get Your Files Here !/06 - 5. Deduction and Induction/01 - What are induction and deduction.mp414.6 MB
~Get Your Files Here !/06 - 5. Deduction and Induction/01 - What are induction and deduction.srt6.7 KB
~Get Your Files Here !/06 - 5. Deduction and Induction/02 - Hume on induction.mp411 MB
~Get Your Files Here !/06 - 5. Deduction and Induction/02 - Hume on induction.srt5.8 KB
~Get Your Files Here !/06 - 5. Deduction and Induction/03 - Popper on induction and falsification.mp410.2 MB
~Get Your Files Here !/06 - 5. Deduction and Induction/03 - Popper on induction and falsification.srt6.7 KB
~Get Your Files Here !/06 - 5. Deduction and Induction/04 - Taleb on induction.mp410.2 MB
~Get Your Files Here !/06 - 5. Deduction and Induction/04 - Taleb on induction.srt6.5 KB
~Get Your Files Here !/06 - 5. Deduction and Induction/05 - Counterfactuals Pearl on induction and causality.mp45.1 MB
~Get Your Files Here !/06 - 5. Deduction and Induction/05 - Counterfactuals Pearl on induction and causality.srt3.8 KB
~Get Your Files Here !/07 - 6. Prediction and Proof in Data Mining/01 - Data mining vs. data dredging.mp412.6 MB
~Get Your Files Here !/07 - 6. Prediction and Proof in Data Mining/01 - Data mining vs. data dredging.srt8.5 KB
~Get Your Files Here !/07 - 6. Prediction and Proof in Data Mining/02 - TrainTest What can go wrong.mp410.1 MB
~Get Your Files Here !/07 - 6. Prediction and Proof in Data Mining/02 - TrainTest What can go wrong.srt7.2 KB
~Get Your Files Here !/07 - 6. Prediction and Proof in Data Mining/03 - AB testing during the evaluation phase.mp46.1 MB
~Get Your Files Here !/07 - 6. Prediction and Proof in Data Mining/03 - AB testing during the evaluation phase.srt4.2 KB
~Get Your Files Here !/08 - 7. The Two Cultures Contrasting Statistics and Data Mining/01 - The Two Cultures.mp412 MB
~Get Your Files Here !/08 - 7. The Two Cultures Contrasting Statistics and Data Mining/01 - The Two Cultures.srt7.9 KB
~Get Your Files Here !/08 - 7. The Two Cultures Contrasting Statistics and Data Mining/02 - Explain vs. predict.mp412.3 MB
~Get Your Files Here !/08 - 7. The Two Cultures Contrasting Statistics and Data Mining/02 - Explain vs. predict.srt7.4 KB
~Get Your Files Here !/08 - 7. The Two Cultures Contrasting Statistics and Data Mining/03 - Comparing CRISP-DM and the scientific method.mp411.2 MB
~Get Your Files Here !/08 - 7. The Two Cultures Contrasting Statistics and Data Mining/03 - Comparing CRISP-DM and the scientific method.srt7.8 KB
~Get Your Files Here !/08 - 7. The Two Cultures Contrasting Statistics and Data Mining/04 - Applying the two methods at work.mp415.1 MB
~Get Your Files Here !/08 - 7. The Two Cultures Contrasting Statistics and Data Mining/04 - Applying the two methods at work.srt6.7 KB
~Get Your Files Here !/09 - Conclusion/01 - Review.mp43.4 MB
~Get Your Files Here !/09 - Conclusion/01 - Review.srt1.7 KB
~Get Your Files Here !/Bonus Resources.txt386 B

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