Day 3

Confidence Intervals:-

Standard Error: https://www.scribbr.com/statistics/standard-error/
Article: https://towardsdatascience.com/a-very-friendly-introduction-to-confidence-intervals-9add126e714
Calculate CI: https://www.statisticshowto.com/probability-and-statistics/confidence-interval/
CI Visualizer: https://rpsychologist.com/d3/ci/
Video 1: https://www.youtube.com/watch?v=TqOeMYtOc1w&ab_channel=StatQuestwithJoshStarmer
Video 2(A Bit Long): https://www.youtube.com/watch?v=EJe3jiZNwUU&ab_channel=zedstatistics

Maximum Likelihood Estimation:-

Probability vs Likelihood: https://www.youtube.com/watch?v=pYxNSUDSFH4&ab_channel=StatQuestwithJoshStarmer
Maximum Likelihood Estimation Steps: https://www.youtube.com/watch?v=XepXtl9YKwc&ab_channel=StatQuestwithJoshStarmer
Maximum Likelihood Estimation Example: https://www.youtube.com/watch?v=Dn6b9fCIUpM&ab_channel=StatQuestwithJoshStarmer

How to Handle Outliers?

Fantastic Outliers and Where to Find them: https://www.statisticshowto.com/find-outliers/
How to deal with them: https://www.kdnuggets.com/2017/01/3-methods-deal-outliers.html
Another One: https://www.rapidinsight.com/blog/handle-outliers/
Code Walkthrough: https://medium.com/analytics-vidhya/outlier-treatment-9bbe87384d02

Z-Score:-

Full Guide: https://www.statisticshowto.com/probability-and-statistics/z-score/
Questions Walkthrough: https://statistics.laerd.com/statistical-guides/standard-score.php
Video: https://www.youtube.com/watch?v=4Fta6KQ1QHQ&ab_channel=KrishNaik

PDF and CDF:-

Quick Overview: https://medium.com/analytics-vidhya/pdf-pmf-and-cdf-in-machine-learning-225b41242abe
Questions: https://www.probabilitycourse.com/chapter4/4_1_3_functions_continuous_var.php
Video: https://www.youtube.com/watch?v=YXLVjCKVP7U&ab_channel=zedstatistics
Code Video: https://www.youtube.com/watch?v=HHiC5OaXNLY&ab_channel=LazyProgrammer

Kernel Density Estimation:-

Interactive Blog: https://mathisonian.github.io/kde/ Article: https://medium.com/analytics-vidhya/kernel-density-estimation-kernel-construction-and-bandwidth-optimization-using-maximum-b1dfce127073
Article - 2: https://towardsdatascience.com/histograms-vs-kdes-explained-ed62e7753f12
In-depth Blog: https://machinelearningmastery.com/probability-density-estimation/
Video: https://www.youtube.com/watch?v=PUvUQMQ7xQk&ab_channel=KhanAcademy
Code: https://seaborn.pydata.org/tutorial/distributions.html#kernel-density-estimation
Real-Life Scenario: https://towardsdatascience.com/how-twitter-and-machine-learning-kde-lda-help-to-predict-crime-5b8abbd15596

Moments and their Significance:-

Article: https://medium.com/analytics-vidhya/statistics-moments-of-a-distribution-1bcfc4cbbd48
Video: https://www.youtube.com/watch?v=TM033GCU-SY&ab_channel=zedstatistics