Statistics is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a scientific, industrial, or social problem, it is conventional to begin with a statistical population or a statistical model to be studied
#statistics #statsfordatascience #krishnaik
All the materials are available in
the below
https://github.com/krishnaik06/The-Grand-Complete-Data-Science-Materials/tree/main
Timestamp
0:00:00 Introduction
0:00:35 Descriptive Statistics
0:02:45 Inferential Stats
0:04:31 What is Statistics
0:06:54 Types of Statistics
0:11:22 Population And Sample
0:14:33 Sampling Teechniques
0:24:33 What are Variables?
0:30:54 Variable Measurement Scales
0:42:55 Mean, Median, Mode
0:57:10 Measure of dispersion with Variance And SD
1:08:05 Percentiles and Quartiles
1:15:35 Five number summary and boxplot
1:29:12 Gaussian And Normal Distribution
1:56:40 Stats Interview Question 1
2:17:10 Finding Outliers In Python
2:32:00 Probability, Additive Rule, Multiplicative Rule
2:51:26 Permutation And combination
2:56:22 p value
2:59:19 Hypothesis testing, confidence interval, significance values
3:12:22 Type 1 and Type 2 error
3:25:55 Confidence Interval
3:46:45 One sample z test
3:59:11 one sample t test
4:06:32 Chi square test
4:21:45 Inferential stats with python
4:24:37 Covariance, Pearson correlation, spearman rank correlation
4:54:59 Deriving P values and significance value
5:13:41 Other types of distribution
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►Data Science Projects:
https://www.youtube.com/watch?v=S_F_c9e2bz4&list=PLZoTAELRMXVPS-dOaVbAux22vzqdgoGhG&pp=iAQB
►Learn In One Tutorials
Statistics in 6 hours: https://www.youtube.com/watch?v=LZzq1zSL1bs&t=9522s&pp=ygUVa3Jpc2ggbmFpayBzdGF0aXN0aWNz
Machine Learning In 6 Hours: https://www.youtube.com/watch?v=JxgmHe2NyeY&t=4733s&pp=ygUba3Jpc2ggbmFpayBtYWNoaW5lIGxlYXJuaW5n
Deep Learning 5 hours : https://www.youtube.com/watch?v=d2kxUVwWWwU&t=1210s&pp=ygUYa3Jpc2ggbmFpayBkZWVwIGxlYXJuaW5n
►Learn In a Week Playlist
Statistics:https://www.youtube.com/watch?v=11unm2hmvOQ&list=PLZoTAELRMXVMgtxAboeAx-D9qbnY94Yay
Machine Learning : https://www.youtube.com/watch?v=z8sxaUw_f-M&list=PLZoTAELRMXVPjaAzURB77Kz0YXxj65tYz
Deep Learning:https://www.youtube.com/watch?v=8arGWdq_KL0&list=PLZoTAELRMXVPiyueAqA_eQnsycC_DSBns
NLP : https://www.youtube.com/watch?v=w3coRFpyddQ&list=PLZoTAELRMXVNNrHSKv36Lr3_156yCo6Nn
►Detailed Playlist:
Stats For Data Science In Hindi : https://www.youtube.com/watch?v=7y3XckjaVOw&list=PLTDARY42LDV6YHSRo669_uDDGmUEmQnDJ&pp=gAQB
Machine Learning In English : https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe
Machine Learning In Hindi : https://www.youtube.com/watch?v=7uwa9aPbBRU&list=PLTDARY42LDV7WGmlzZtY-w9pemyPrKNUZ&pp=gAQB
Complete Deep Learning: https://www.youtube.com/watch?v=YFNKnUhm_-s&list=PLZoTAELRMXVPGU70ZGsckrMdr0FteeRUi