There is nothing more exciting in the world right now then Machine Learning and Data Analytics! In this one video I will teach you a key part of the Math of Machine Learning and Data Analytics which is Probability.
I took everything in a standard 500 page text book on Probability in put it in this one video. I will cover every formula, but also will solve a real world problem with each formula.
After this video on Probability I will continue with the Math of Machine Learning by covering Statistics, Linear Algebra and Calculus. If you want to see those videos click the Notification Bell.
Transcript of the Video : https://bit.ly/ProbabilityTut
Best probability Book : https://amzn.to/3diFOmB
MY UDEMY COURSES ARE 87.5% OFF TIL March 26th ($9.99) ONE IS FREE
➡️ Python Data Science Series for $9.99 : Highest Rated & Largest Python Udemy Course + 56 Hrs + 200 Videos + Data Science https://bit.ly/Master_Python_50
➡️ C++ Programming Bootcamp Series for $9.99 : Over 23 Hrs + 53 Videos + Quizzes + Graded Assignments + New Videos Every Month https://bit.ly/C_Course_50
➡️ FREE 15 hour Golang Course!!! : https://bit.ly/go-tutorial9 (100 Available)
#LearnWithMe #Probability #DataScience
Here is a Table of Contents that will allow you to jump around in the video and learn what ever you are interested in.
TABLE OF CONTENTS
00:00 Intro
01:31 Probability Definitions
01:44 Union
02:12 Intersection
02:39 Complement
02:59 Conditional Probability
04:30 Contingency Table
04:48 Addition Rule
05:40 Joint Probability
06:00 Dependent vs. Independent
06:45 Independent Events
07:17 Mutually Exclusive Events
07:44 Venn Diagrams
08:39 Tree Diagrams
09:48 Total Probability
11:37 Bayes' Theorem
14:09 Combinatorics
14:22 Permutations
15:46 Combinations
16:57 Poker Probabilities
19:26 Which to use?
19:51 Variations
20:30 Types of Variables
21:00 Discrete Uniform Distribution
21:05 Probability Mass
22:03 Variance
22:35 Relative Frequency Histogram
22:44 Cumulative Distribution
23:03 Expected Value
24:00 Standard Deviation
24:25 Normal Distribution
25:35 Z Score
26:53 Negative Z Score
27:25 Reverse Z Score
28:08 Confidence Intervals
29:58 Binomial Probability
31:35 Poisson Distribution
32:55 Geometric Probability
35:00 Central Limit Theorem
35:26 Negative Binomial Probability
36:15 Which to use?
36:46 Negative Binomial Formula
38:05 Hypergeometric Distribution
40:58 Continuous Probability
42:37 Continuous Probability Formula
43:16 Exponential Distribution
44:34 Exponential Formulas
Like the channel? Consider becoming a Patreon and get access to exclusive videos! All Patreons who contribute $1 or more get a FREE coupon code to my Python Programming Bootcamp Series!!!
Check it out here: https://www.patreon.com/derekbanas
GET FREE STUFF AND SUPPORT MY TUTORIALS
1. Get a Free Stock : https://share.robinhood.com/derekb1560
2. Get 2 Free Audiobooks : https://amzn.to/2Y5FV2p
THANK YOU TO MY PATREON SUPPORTERS LIKE :
https://shapeganic.com/app/store (Calorie Counter & Weight Tracking App)
ckcoder.com
vsolutions.be
instagram.com/lumarycodes/
github.com/metabake
greedygammon.com
twitter.com/mrjak318
318 Comments