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PS16- Binomial Distribution in Python [Probability & Statistics for Data Science]

The Art of Intelligence 490 lượt xem 2 weeks ago
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Unlock the power of Binomial Distribution with Python! In this tutorial, we explore the fundamentals of binomial probability, implement it using Python’s SciPy and NumPy, and visualize distributions with Matplotlib. Whether you're a beginner in statistics, a data science enthusiast, or an AI researcher, this video will help you build a strong foundation in probability theory.

🔹 Topics Covered:
✅ Understanding Binomial Distribution
✅ Probability Mass Function (PMF) Explained
✅ Implementing Binomial Distribution in Python
✅ Visualizing Binomial Distribution with Matplotlib
✅ Real-World Applications in AI & Data Science


Timestamp:
00:00 Introduction
02:18 Probability Mass Function
03:56 Cumulative Distribution Function
05:29 Mean, Variance and Standard Deviation
07:42 Python Coding
16:16 Another Example
21:15 Python Coding
33:35 Another Example

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#Python #Statistics #DataScience #MachineLearning #Probability #BinomialDistribution #PythonProgramming #SciPy #NumPy #Matplotlib

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