Probability and Statistics for Data Science Training Overview

Course syllabus

Who it’s for

What’s included

FAQs

Probability and Statistics for Data Science Training Course Outline

Day 1: Probability and Random Variables

Module 1: Basic Probability Theory
  • Probability Spaces
  • Conditional Probability
  • Independence
Module 2: Random Variables
  • Random Variables Intro
  • Discrete Random Variables
  • Continuous Random Variables
  • Conditioning on Events
  • Functions of Random Variables
  • Generating Random Variables
Module 3: Multivariate Random Variables
  • Introduction
  • Discrete & Continuous Multivariate Variables
  • Joint Distributions
  • Independence
  • Functions of Several Variables
  • Generating Multivariate Variables & Rejection Sampling
Module 4: Expectation
  • Expectation Operator, Mean and Variance
  • Covariance, Conditional Expectation
Module 5: Random Processes
  • Intro, Mean, and Autocovariance Functions
  • IID
  • Gaussian Process
  • Poisson Process
  • Random Walk

Day 2: Statistics and Applications (8 hours total)

Module 6: Convergence of Random Processes
  • Types of Convergence
  • Law of Large Numbers
  • Central Limit Theorem
  • Monte Carlo Simulation
Module 7: Markov Chains
  • Markov Property and Basic Concepts
  • Recurrence
  • Periodicity
  • Convergence
  • Introduction to Markov-Chain Monte Carlo (MCMC)
Module 8: Descriptive Statistics
  • What are Descriptive Statistics?
  • Examples and Types of Descriptive Statistics
Module 9: Frequentist Statistics
  • Mean Square Error
  • Consistency
  • Confidence Intervals
  • Parametric vs Nonparametric Model Estimation
  • Maximum Likelihood Estimation (MLE)
Module 10: Bayesian Statistics
  • Bayesian Parametric Models
  • Conjugate Priors
  • Bayesian Estimators
Module 11: Hypothesis Testing
  • Hypothesis-Testing Framework
  • Parametric Testing
  • Nonparametric Testing: The Permutation Test
  • Multiple Testing Correction
Module 12: Linear Regression
  • Introduction to Linear Regression
  • Linear Models & Applications
  • Least-Squares Estimation
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Who should attend this Probability and Statistics for Data Science Training Course?

This Probability and Statistics for Data Science Training Course in Noida is designed to provide foundational and practical knowledge in Probability and Statistics, which are crucial for Data Science, Machine Learning, and Data Analysis. The following are some professionals who will benefit from attending this course:

  • Data Scientists
  • Machine Learning Engineers
  • Data Analysts
  • Business Analysts
  • Product Managers
  • Quantitative Analysts
  • Statisticians

Prerequisites of the Probability and Statistics for Data Science Training Course

There are no prerequisites for the Probability and Statistics for Data Science Course.

Probability and Statistics for Data Science Training Course Overview

Probability and Statistics form the foundational pillars of Data Science, providing the necessary tools for understanding uncertainty, variability, and making informed decisions based on data. This training course in Noida delves into the fundamental concepts of probability and statistics, emphasizing their crucial role in the field of Data Science. Delegates will explore how these concepts contribute to the extraction of meaningful insights and patterns from data.

Understanding Probability and Statistics is essential for professionals in the Data Science domain. Data scientists, Analysts, and decision-makers in Noida rely on these principles to draw accurate conclusions and predictions from data. Mastery of probability allows for the quantification of uncertainty, while statistics enables the analysis of data patterns and trends.

This 2-day Probability and Statistics for Data Science Training in Noida will empower the delegates with the skills to apply probability and statistics in practical Data Science scenarios. They will learn key concepts such as probability distributions, hypothesis testing, and regression analysis. The course provides a comprehensive understanding of statistical methods, enabling professionals to make informed decisions and predictions based on data.

Course Objectives

  • To represent and analyze uncertain phenomena using a framework
  • To quantify the outcome of the experiment as belonging to a specific event
  • To assign probabilities to each occurrence of interest and an experiment
  • To become accustomed to Markov chains and different statistical types
  • To generate samples from the appropriate conditional distribution
  • To evaluate the occurrence of a particular event that influences another event

Upon completion of this Data Science Course in Noida, the delegates will possess a strong foundation in Probability and Statistics for Data Science. They will be equipped with the tools and techniques needed to analyze data effectively, make informed decisions, and contribute meaningfully to data-driven projects within their organizations.

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What’s included in this Probability and Statistics for Data Science Training Course?

  • World-Class Training Sessions from Experienced Instructors
  • Probability and Statistics for Data Science Certificate
  • Digital Delegate Pack
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Train Your Workforce

Looking for Probability and Statistics for Data Science Training in-house or onsite training in Noida? We specialise in corporate group training and bulk bookings for organisations of all sizes in Noida. Our trainers deliver tailored sessions at your premises, online, or hybrid, with best price guarantee, group discounts and flexible scheduling to train your team.

Our Noida venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

With a population of nearly 650,000 and an area of 203 square kilometres, Noida is located in the Indian state of Uttar Pradesh, in the district of Gautam Buddh Nagar. It is recognised as having the highest income per head in the National Capital Region. Noida offers a wide variety of public and private schools, both primary and secondary in addition to a number of institutions of higher education. The most notable of these include the Uttar Pradesh Technical University in addition to the centre of higher learning, Amity University. It also offers a television and film school, various army schools and a guitar school. Noida is also a prominent tourist destination due to its colourful and vibrant festivals, its sites of religious and historical heritage and its flavourful cuisine.

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Ways to take Probability and Statistics for Data Science Training in Noida

Online Instructor-Led Learning

Online Self-Paced Learning

Classroom Based Learning

Onsite Learning

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Probability and Statistics for Data Science Training. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

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Live classes

Join a scheduled class with a live instructor and other delegates.

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Interactive

Engage in activities, and communicate with your trainer and peers.

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Global Pool of the Best Trainers

We handpick from a global pool of expert trainers for our Online Instructor-led courses.

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Expertise

With 10+ years of quality, instructor-led training, we equip professionals with lasting skills for success.

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Scalable Training Delivery

Access Probability and Statistics for Data Science Training in Noida delivered by one of the largest training providers, with scalable instructor-led classes, accessible worldwide.

Master Probability and Statistics for Data Science Training with a flexible yet structured approach that combines live, expert-led sessions and self-paced study. With Weekly one-to-one tutor support and consistently high pass rates, you’ll receive tailored guidance and achieve real results.

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Structured Yet Flexible Learning

Take part in scheduled, instructor-led sessions with real-time feedback, while enjoying the freedom to study independently. Interactive resources and progress tracking tools help you stay motivated and on target.

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Engaging & Interactive Training

Join dynamic live sessions featuring discussions, practical activities, and peer collaboration. Learn from Probability and Statistics for Data Science Training industry experts and reinforce your knowledge with self-paced modules—plus, connect with professionals in your field.

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Expert-Led Course

Gain valuable insight from experienced trainers during live sessions, and revisit course materials anytime to deepen your understanding. This method offers the ideal balance between expert guidance and independent learning.

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Global Training Accessibility

Access top-quality training across time zones—anytime, anywhere. Whether at home or on the go, our expert-led sessions and flexible study materials support your goals, and help you on the journey towards the certification.

Learn Probability and Statistics for Data Science Training through The Knowledge Academy’s Online Self-Paced Learning. This flexible and structured format supports your training goals and enables every professional to build skills with confidence.

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Flexible Learning

Access Probability and Statistics for Data Science Training resources 24/7 to maintain steady progress, complete regular assessments or tasks, and upskill effectively alongside work commitments.

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Expert-Developed Content

Our Online Course content is designed by experienced trainers to ensure accuracy, relevance, and practical value.

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Global Training Provider

Access Probability and Statistics for Data Science Training in Noida from a trusted global training provider delivering consistent learning to professionals worldwide.

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Cost-Effective Training

Benefit from the cost-effective Probability and Statistics for Data Science Training that delivers high-quality course content without compromising learning outcomes.

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Interactive LMS

Track performance, download resources, and receive AI-enabled support through The Knowledge Academy’s dedicated Learning Management System.

Experience the most sought-after learning style with The Knowledge Academy's Probability and Statistics for Data Science Training Course. Available in 490+ locations across 190+ countries, our hand-picked Classroom venues offer an invaluable human touch. Immerse yourself in a comprehensive, interactive experience with our expert-led Probability and Statistics for Data Science Training sessions.

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Highly experienced trainers

Boost your skills with our expert trainers, boasting 10+ years of real-world experience, ensuring an engaging and informative training experience

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State of the art training venues

We only use the highest standard of learning facilities to make sure your experience is as comfortable and distraction-free as possible

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Small class sizes

Our Classroom courses with limited class sizes foster discussions and provide a personalised, interactive learning environment

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Great value for money

Achieve certification without breaking the bank. Find a lower price elsewhere? We'll match it to guarantee you the best value

Streamline large-scale training requirements with The Knowledge Academy’s In-house/Onsite Probability and Statistics for Data Science Training Course at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Tailored learning experience

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

Cut unnecessary costs and focus your entire budget on what really matters, the training.

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Team building opportunity

Our Probability and Statistics for Data Science Training offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Monitor employees progress

The course know-how will help you track and evaluate your employees' progression and performance with relative ease

Package deals for Probability and Statistics for Data Science Training in Noida

Our training experts have compiled a range of course packages on a variety of categories in Probability and Statistics for Data Science Training, to boost your career. The packages consist of the best possible qualifications with Probability and Statistics for Data Science Training, and allows you to purchase multiple courses at a discounted rate.

Probability And Statistics For Data Science in Noida FAQs

What is Statistics & Probability for Data Science?

Statistics & Probability in Data Science focuses on foundational mathematical concepts essential in analyzing and interpreting data. It covers probability theory, distributions, hypothesis testing, and regression analysis, which are vital for making data-driven decisions and constructing predictive models in Data Science.

What are the prerequisites to attend this Probability and Statistics for Data Science Course?

There are no formal prerequisites for attending this course.

What are the benefits of this Probability and Statistics for Data Science Certification?

This certification offers critical skills in handling and interpreting data, enabling better decision-making. It provides expertise in statistical analysis, probability theory, and data modeling, essential for solving complex problems and developing effective data-driven strategies in various industries.

Who should attend this Probability and Statistics in Data Science Training?

This course is tailored for individuals pursuing data analysis, machine learning, or data-driven decision-making careers. Data Science, Statistics, Business Analysis, and research professionals benefit from advancing their statistical and probabilistic skills through this course.

What is the duration of this Probability and Statistics in Data Science Training?

The duration of this course spans across 2 days.

What will I learn in this Probability and Statistics for Data Science Training Course?

This course focuses on core statistical concepts essential for Data Science, covering probability theory, distributions, hypothesis testing, regression analysis, and more. Delegates learn to apply statistical methods in data analysis, gaining insights into real-world scenarios, data-driven decision-making, and predictive modeling.

Do you offer 24/7 support for this Statistics & Probability for Data Science Training?

Yes. The Knowledge Academy offers 24/7 support for delegates before, during, and after the course. Should you encounter any difficulties accessing course materials, our customer support team is available to assist and promptly resolve any issues you may encounter.

What kind of jobs does this Probability and Statistics for Data Science Certification offer?

Completing this course can lead to roles such as Data Scientist, Statistical Analyst, Business Analyst, Research Analyst, or Machine Learning Engineer. These positions require strong statistical knowledge, which is critical for interpreting and deriving insights from data in various industries.

Do you provide corporate training for this Probability and Statistics for Data Science Course?

The Knowledge Academy provides flexible self-paced training for this course. Self-paced training is beneficial for individuals who have an independent learning style and wish to study at their own pace and convenience.

What is the cost/training fees for Probability and Statistics for Data Science Training in Noida?

The training fees for Probability and Statistics for Data Science Training in Noida starts from INR372295

Which is the best training institute/provider of Probability and Statistics for Data Science Training in Noida?

The Knowledge Academy is one of the Leading global training provider for Probability and Statistics for Data Science Training.

What are the best Data Science Courses courses in Noida?

Please see our Data Science Courses courses available in Noida

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

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