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STATISTICS & PROBABILITY Concept in Python | Python for Beginners | Module 11

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Timestamp ⏱️
00:00 - Intro
01:05 - Why we should Learn Statistics?
01:42 - Introduction to Statistics
02:31 - Types of Analysis
03:44 - What is Population and Sample?
05:10 - Descriptive Statistics
05:51 - What is Measure of Central Tendency?
13:07 - What is Measure of Dispersion?
14:45 - Explanation of Descriptive Statistics Practically
📌 What You'll Learn:
1️⃣ Introduction to Statistics & Probability
📌 What is Statistics & Probability? – Understanding data-driven decision-making.
📌 Why is Probability Important? – Measuring uncertainty and making informed predictions.
📌 Key Concepts – Mean, Median, Mode, Variance, Standard Deviation.
2️⃣ Probability Distributions & Statistical Analysis
📌 Types of Probability Distributions – Normal, Binomial, Poisson, and more.
📌 Inferential Statistics – Hypothesis testing, confidence intervals, p-values.
📌 Correlation & Regression Analysis – Understanding relationships between variables.
📌 Bayesian Statistics & Decision Making – Probabilistic reasoning in data science.
3️⃣ Advanced Statistical Techniques Using Python
📌 Data Visualization & Descriptive Analytics – Using Matplotlib & Seaborn.
📌 Predictive Analytics & Machine Learning – Applying probability to AI models.
📌 Time Series Analysis – Forecasting trends using statistics.
📌 Python Libraries for Statistics – NumPy, Pandas, SciPy, and Statsmodels.
Why Learn with Imarticus Learning?
📌 Expert Guidance: Learn from seasoned professionals with deep industry insights.
📌 Flexible Learning Options: Balance work and study with structured, customizable programs.
📌 Comprehensive Support: Access mock tests, expert mentorship, and study materials to ace your exams.
📌 Career Success: Imarticus ensures your journey translates into tangible career growth.
Learn, Code & Create – Start Your Python Journey Today!
The Postgraduate Program in Data Science and Analytics (PGA) is a 6-month course for graduates and professionals with under three years of experience. It offers 100% job assurance through 2,000+ hiring partners, 300+ learning hours, 25+ hands-on projects, and training in 10+ tools like Python, Power BI, and Tableau. With a 22.5 LPA highest salary and 52% average salary hikes, it equips learners to excel in data science and analytics careers.
📖 Books to Read on Statistics & Probability:
📚 Naked Statistics: Stripping the Dread from the Data – Charles Wheelan
📚 The Drunkard's Walk: How Randomness Rules Our Lives – Leonard Mlodinow
📚 Thinking, Fast and Slow – Daniel Kahneman
📚 Probability Theory: The Logic of Science – E.T. Jaynes
🎬 Movies & Documentaries to Watch:
🎥 Moneyball (2011) – How statistics revolutionized baseball.
🎥 The Big Short (2015) – Understanding probability in financial markets.
🎥 21 (2008) – Using probability in gambling & risk-taking.
About Imarticus Learning
Imarticus Learning is a leading education company, offering high-quality, industry-specific education via innovative technology, specialised training, career assistance, and mentorship from industry professionals. We have impacted over 10,00,000+ careers within a decade through leading-edge curriculums, highly experienced faculty, and over 3500+ global partnerships with leading institutions and corporations. We offer courses that prepare learners for successful careers in finance, banking, data science, analytics, management, marketing, and technology.
❇️ Key Highlights
12 Years Legacy | 1M+ Learners Impacted | #1 Education Provider in Finance | 8+ Years Legacy in Data Analytics | 85% Placement Record | 54% Average Salary Hike | 24 LPA Highest Salary
🏆 Awards & Accolades
• Outstanding Education Company of the Year by ET Business Leaders 2024
• Best Education Provider in Finance by Elets World Education Summit 2024
• Outstanding Education Company for Data Science and Analytics at Observe Now's Education Leaders Conclave & Awards 2024
• Recognized in GSV 150 as one of the World's Most Transformational Growth Companies in Digital Learning and Workforce Skilling (2024)
• Awarded Innovative 21st Century Skills Solutions at Elets World Education Summit, Dubai
• Best Certification Courses at the Indian Education Congress and Awards
• Most Promising Digital Learning Platform Brands by siliconindia Magazine
• Best Education Brand in Analytics by The Economic Times
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