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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 ============================ Do you want to learn from me? Check my affordable mentorship program at : https://learnwith.campusx.in ============================ 📱 Grow with us: CampusX' LinkedIn: https://www.linkedin.com/company/campusx-official CampusX on Instagram for daily tips: https://www.instagram.com/campusx.official My LinkedIn: https://www.linkedin.com/in/nitish-singh-03412789 Discord: https://discord.gg/PsWu8R87Z8 👍If you find this video helpful, consider giving it a thumbs up and subscribing for more educational videos on data science! 💭Share your thoughts, experiences, or questions in the comments below. I love hearing from you! ⌚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 ✨ Hashtags✨ #ProbabilityCrashCourse #DataScienceBasics #LearnWithData #ProbabilitySimplified #EasyDataScience
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