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Kodestree

Mathematics Probability & Statistics for Machine Learning

15 Lessons
|
40 hours

Probability and Statistics for Machine Learning helps learners build a strong mathematical foundation for machine learning and data science. The course introduces key concepts such as probability theory, probability distributions, statistical inference, hypothesis testing, and Bayesian methods using practical machine learning examples. By the end of this course, learners will understand how statistical concepts support machine learning models and data analysis. This course is ideal for aspiring data scientists, machine learning engineers, and analytics professionals who want to strengthen their mathematical fundamentals.

Mathematics Probability & Statistics for Machine Learning
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About Course

Prerequisites

  • Basic understanding of mathematics concepts
  • Familiarity with basic Python programming
  • Interest in machine learning and data analysis

What You Will Learn in This Course

  • Fundamentals of probability for machine learning
  • Understanding random variables and probability distributions
  • Basics of statistical inference and hypothesis testing
  • Introduction to Bayesian methods in machine learning
  • Understanding mean, variance, and standard deviation in data analysis
  • How probability and statistics support machine learning models

Career Opportunities

  • Data Analyst
  • Junior Data Scientist
  • Entry-Level Machine Learning Engineer
  • Business Intelligence Analyst
  • Data Science Associate

Course Curriculum

Course Content

Lesson 1 – Fundamentals of Probability

  • Probability concepts and terminology
  • Events, outcomes, and sample space
  • Conditional probability and independence

Lesson 2 – Random Variables and Probability Distributions

Lesson 3 – Descriptive Statistics for Data Analysis

Lesson 4 – Statistical Inference and Hypothesis Testing

Lesson 5 – Bayesian Concepts for Machine Learning

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Self Paced Learning
₹11,940.00
✓ Refund Policy
  • Duration: 40 hrs
  • 15 Lessons & Practical Labs
  • Lifetime Full Access & Free Upgrades
  • Downloadable Study Materials & Code Labs
  • Recognized Certification of Completion
  • 24x7 Online Support & Learner Forum
One to One Training
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  • 100% Customized Delivery & Curriculum
  • Flexible Schedule as per Learner Convenience
  • Top Tier Industry-Experienced Instructors
  • Tailored Hands-On Project Mentoring
  • Dedicated Interview & Career Guidance
  • 24x7 Dedicated Priority Support

Placement Partners

Hettich
Bechtel
Emirates
Mitsubishi
Indian Navy
Tech Mahindra
AU Small Finance Bank
Capgemini
United Nations
Yash Technologies

Want to know Today's Offer

Mathematics Probability & Statistics for Machine Learning Certification Exam

Upon completing the Mathematics Probability & Statistics for Machine Learning, you will receive a globally recognized certification that validates your expertise in data science, machine learning, and AI model development. This certification is a testament to your practical knowledge, hands-on skills, and professional readiness.

The AI & Data Science certification exam assesses your ability to apply real-world concepts, tools, and techniques learned during the course. Certified professionals are in high demand across industries, opening doors to exciting career opportunities and higher salary potential.

Our certification is recognized by top employers and organizations worldwide. Whether you are looking to advance your current career, switch to a new role, or demonstrate your expertise to clients, this certification gives you the competitive edge you need in today’s fast-paced technology landscape.

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Mathematics Probability & Statistics for Machine Learning

Frequently Asked Questions

The Mathematics Probability & Statistics for Machine Learning is designed to provide comprehensive, in-depth training in Mathematics Probability & Statistics for Machine Learning. Prerequisites Basic understanding of mathematics concepts Familiarity with basic Python programming Interest in machine learning and data analysis What You Will Learn in This Course Fundamentals of probability for machine learning Understanding random variables and probability distributions Basics of statistical inference and hypothesis testing Introduction to Bayesian methods in machine learning Understanding mean, variance, and standard deviation in data analysis How probability and statistics support machine learning models Career Opportunities Data Analyst Junior Data Scientist Entry-Level Machine Learning Engineer Business Intelligence Analyst Data Science Associate The program covers foundational concepts through to advanced techniques to ensure you gain job-ready expertise.

This course is ideal for beginners, IT enthusiasts, and working professionals who want to build or advance their career in Mathematics Probability & Statistics for Machine Learning and qualify for analyst, scientist, engineer positions. There are no stringent prerequisites—basic computer proficiency and a willingness to learn are all that is required. Foundational topics are thoroughly covered during onboarding.

The course is delivered through interactive, live online sessions led by industry experts. You will also have 24/7 access to LMS resources, study materials, and session recordings so you can catch up or revise at your convenience if you miss any live classes.

Yes, hands-on learning is a core component of this course. You will work on practical assignments, real-life use cases, and capstone projects using Mathematics Probability & Statistics for Machine Learning tools and best practices, helping you build a portfolio to showcase to hiring managers.

Upon successful completion of the course curriculum and project assessments, you will be awarded an industry-recognized Certificate of Completion from Kodestree. We also offer career assistance, including resume-building workshops, mock technical interviews, and job opportunities to help you transition into analyst, scientist, engineer positions.

Contact Us Worldwide

Call:
+91 7204614489

WhatsApp:
+91 7204614489

Email:
admissions@kodestree.com

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The trainers explained concepts through real-world attack scenarios, which I was able to apply on the job right after the course. Structured curriculum and hands-on labs were the best part.

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After the CSM training, I can confidently facilitate Sprint ceremonies. The trainer's practical approach and real project examples were extremely helpful.

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Agile concepts were explained clearly, especially backlog management and team facilitation. A bit more time would have made it even better, but overall a solid course.

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Even as a beginner, I never felt lost — the step-by-step labs and doubt-clearing sessions made switching careers so much easier.

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This training gave me more than just a certification — it gave me a Scrum Master mindset. The modules on servant leadership and conflict resolution were the most valuable.

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