Probability and Statistics for Data Science 2026 | Statistics And Probability Tutorial | Simplilearn

Wed, 11 Mar 2026 11:46:12 +0000

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The Statistics and Probability Full Course 2025 by Simplilearn, provides a comprehensive foundation for anyone entering the fields of data science, AI, or machine learning. It begins with the core principles of probability and statistics, ensuring learners grasp essential mathematical concepts needed for data-driven problem-solving. The course then bridges into mathematics for machine learning, followed by specialized sections on statistics for data science and probability for AI applications. Learners also explore the fundamentals and roadmap of data science, gaining clarity on how statistical methods power real-world analytics and predictive models. The program concludes with interview preparation, featuring top data science interview questions, helping learners confidently transition from theory to professional application.

Following are the topics covered in Probability and Statistics Full Course 2025:

00:00:00 - Introduction to Statistics and Probability Full Course 2025
00:02:07 - Probability and Statistics
00:48:26 - Mathematics for machine learning
02:38:50 - Statistics For Data Science
03:02:12 - Probability And Statistics For Data Science and AI
03:49:26 - What is Data Science
03:53:47 - Data science course unboxing
03:59:57 - Roadmap to Data Science
04:09:09 - Data Science Fundamentals
07:26:08 - Data Science Interview Questions and Answers

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✅ About Post Graduate Program In Data Science:
This in-depth Data Science program is designed for working professionals, and covers job-critical topics like R, Python programming, Machine Learning techniques, NLP notions, and Data Visualization with Tableau, using an active learning model that includes live sessions from global professionals, practical labs, IBM Hackathons, and corporate ready projects

Key Features
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✅ Core curriculum delivered in live online classes by industry experts
✅ Industry-recognized IBM certificates for IBM courses
✅ Engage in live online masterclasses led by Industry Expert, staff, and IBM experts
✅ Exclusive hackathons and Ask Me Anything (AMA) sessions by IBM
✅ Gain exposure to ChatGPT, Gemini, Keras, TensorFlow and other prominent tools
✅ Interactive sessions on the latest AI trends, such as GenAI, prompt engineering, LLMs, and more
✅ 3 capstones and 25+ hands-on projects from various industry domains
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies

Skills Covered
✅ Exploratory Data Analysis
✅ Descriptive Statistics
✅ Inferential Statistics
✅ Model Building and Finetuning
✅ Supervised and Unsupervised Learning
✅ Ensemble Learning
✅ Deep Learning
✅ Data Visualization
✅ Generative AI
✅ Prompt Engineering
✅ ChatGPT
✅ Explainable AI
✅ Machine Learning Algorithms
✅ Model Training and Optimization
✅ Model Evaluation and Validation
✅ Natural Language Processing
✅ Computer Vision
✅ Reinforcement Learning
✅ Speech Recognition

Learning Path
✅ Program Induction
✅ Programming Refresher
✅ Data Management using SQL
✅ Python for Data Science (IBM)
✅ Applied Data Science with Python
✅ Machine Learning
✅ Deep Learning Specialization

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