Master Probability in Data Science: The Ultimate Crash Course! | Part 1 | CampusX
Channel: CampusX
Date: 2023-06-20

Feeling overwhelmed by probability in data science? Fear not! This video is your ultimate crash course, simplifying complex concepts for a smooth learning journey.

Random Experiment: Understand the nature of randomness in scientific experimentation.
Trial and Outcome: Learn what a trial is and explore the different outcomes.
Sample Space: Familiarize yourself with the complete set of possible outcomes of a random experiment.
Event & Types of Events: Discover the ways that outcomes can be categorized into events, and delve into the various types of events.
Empirical Probability: Grasp the concept of probability based on observed data.
Theoretical Probability: Distinguish between empirical probability and the theory-driven approach.
Random Variable: Uncover what random variables are and how they play a crucial role in probability and statistics.
Probability Distribution of a Random Variable: Learn about different probability distributions and their characteristics.
Mean of a Random Variable: Explore how to calculate the expected value or mean of a random variable.
Variance of a Random Variable: Understand the concept of variance and how it measures the variability or spread of a data set.
By the end of this course, you'll have a solid understanding of probability in the context of Data Science and be ready to apply these concepts to your own projects. Whether you're a beginner just starting out or an experienced data professional looking to brush up on the basics, this course has something for everyone.

🔗 Resources:
Notebook PDF for Part-1: https://drive.google.com/file/d/1tH8hrTpU3SG-b6v3ecWxwSu1FRENeP6S/view?usp=sharing

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⌚Time Stamps⌚

00:00:00 - Session Start
1:47 - Plan of Attack
5:34 Terminology - Five Terms
6:18 - Random Experiment
8:02 - Trial
8:47 - Outcome
9:21 - Sample Space
10:32 - Event
13:46 - Examples
21:50 - Types of Events
30:00 - What is the Probability
31:57 - Empirical Probability Vs Theoretical Probability.
39:37 - Random Variable
59:08 - Probability Distribution of a Random Variable
1:13:18 - Mean of 2 Random Variable
1:22:24 - Variance of a Random Variable

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#ProbabilityCrashCourse #DataScienceBasics #LearnWithData #ProbabilitySimplified #EasyDataScience