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Probability And Statistics For Data Science Training - United Kingdom

Key points about this course


Duration: 2 Days*

Support: 24/7

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  • Gain knowledge of random variables and multivariate random variables.
  • Learn about the convergence of random processes and Markov chains.
  • Become familiarised with Bayesian statistics, hypothesis testing, and linear regression.

Available delivery methods for this course

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Course Information

Probability and Statistics for Data Science​ Training Course Overview

Probability is the most fundamental skill required to be successful in the business world. This Probability and Statistics for Data Science training course is designed to acquaint delegates with the most fundamental concepts in the field of probability. The course will equip delegates with the knowledge about probability and statistics to tackle the problems related to business and data science.

The Knowledge Academy’s Probability and Statistics for Data Science training is crafted to equip delegates with a comprehensive understanding of complicated probabilistic concepts. This course will take your career to the next level, which is of probability, Bayesian probability, conditional probability, and probability distributions.

During this 2-day course, delegates will learn about discrete and continuous random variables. The course will teach delegates how to generate multivariate random variables. In addition, delegates will gain knowledge gaussian and poisson process. Post completion of this training, delegates will become familiarised with parametric and nonparametric testing.

Probability and Statistics for Data Science​ Training Course Outline

The following modules will be covered during this Probability and Statistics for Data Science Course:

Basic Probability Theory

  • Probability Spaces
  • Conditional Probability
  • Independence

Random Variables

  • Definition
  • Discrete Random Variables 
  • Continuous Random Variables
  • Conditioning on an Event
  • Functions of Random Variables
  • Generating Random Variables
  • Proofs

Multivariate Random Variables

  • Discrete Random Variables
  • Continuous Random Variables
  • Joint distributions of Discrete and Continuous Variables
  • Independence
  • Functions of Several Random Variables
  • Creating Multivariate Random Variables
  • Rejection Sampling

Expectation

  • Expectation Operator
  • Mean and Variance
  • Covariance
  • Conditional Expectation
  • Proofs

Random Processes

  • Definition
  • Mean and Autocovariance Functions
  • Independent Identically-Distributed Sequences Gaussian Process
  • Poisson Process
  • Random Walk

The convergence of Random Processes

  • Types of Convergence Law of Large Numbers
  • Central Limit Theorem
  • Monte Carlo Simulation

Markov Chains

  • Time-Homogeneous Discrete-Time Markov Chains
  • Recurrence
  • Periodicity
  • Convergence
  • Markov-Chain Monte Carlo

Descriptive Statistics

  • Histogram
  • Sample Mean and Variance
  • Order Statistics
  • Sample Covariance
  • Sample Covariance Matrix

Frequentist Statistics

  • Independent Identically-Distributed Sampling
  • Mean Square Error
  • Consistency
  • Confidence Intervals
  • Nonparametric Model Estimation
  • Parametric Model Estimation
  • Proofs

Bayesian Statistics

  • Bayesian Parametric Models
  • Conjugate Prior
  • Bayesian Estimators

Hypothesis Testing

  • The Hypothesis-Testing Framework
  • Parametric Testing
  • Nonparametric Testing: The Permutation Test
  • Multiple Testing

Linear Regression

  • Linear Models
  • Least-Squares Estimation
  • Overfitting

Prerequisites

There are no formal prerequisites for attending this course.

Audience

Anyone interested in learning how to apply probability and statistics to data science can attend this course.

Please arrive at the venue at 8:45am.
There are no formal prerequisites for attending this course.
Anyone interested in learning how to apply probability and statistics to data science can attend this course.
We are able to provide support via phone & email prior to attending, during and after the course.
Delegate pack consisting of course notes and exercises, Manual, Experienced Instructor, and Refreshments
This course is 2 days.
Once your booking has been placed and confirmed, you will receive an email which contains your course location, course overview, pre-course reading material (if required), course agenda and payment receipts
The price for Probability and Statistics for Data Science Training certification in the United Kingdom starts from £1995
The Knowledge Academy is the Leading global training provider in the world for Probability and Statistics for Data Science Training.
  • Delegate pack consisting of course notes and exercises
  • Manual
  • Experienced Instructor

Key points about this course


Duration: 2 Days*

Support: 24/7

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Probability And Statistics For Data Science Training Dates & Prices

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Thu 20th Feb 2020
Places available
£2495
Glasgow
Thu 12th Mar 2020
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£2195
Sheffield
Thu 12th Mar 2020
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£2195
London
Thu 12th Mar 2020
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£1995
Maidstone
Thu 12th Mar 2020
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£2195
Norwich
Thu 12th Mar 2020
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£2195
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Thu 12th Mar 2020
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£2195
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Thu 12th Mar 2020
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€2195
Leeds
Thu 12th Mar 2020
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£2195
Birmingham
Thu 12th Mar 2020
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£1995
Milton Keynes
Thu 12th Mar 2020
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£2195
Cambridge
Thu 12th Mar 2020
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£2195
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Thu 12th Mar 2020
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£2195
Edinburgh
Thu 12th Mar 2020
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£2195
Southampton
Thu 12th Mar 2020
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£2195
Manchester
Thu 12th Mar 2020
Places available
£1995
Brighton
Thu 12th Mar 2020
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£2195
Bristol
Thu 12th Mar 2020
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£2195
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Thu 12th Mar 2020
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Thu 12th Mar 2020
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Thu 12th Mar 2020
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Thu 12th Mar 2020
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Thu 12th Mar 2020
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Thu 23rd Apr 2020
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Thu 14th May 2020
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€2195
Edinburgh
Thu 14th May 2020
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£2195
Leeds
Thu 14th May 2020
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£2195
Birmingham
Thu 14th May 2020
Places available
£1995
Milton Keynes
Thu 14th May 2020
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£2195
Cambridge
Thu 14th May 2020
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Belfast
Thu 14th May 2020
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£2195
Southampton
Thu 14th May 2020
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£2195
Manchester
Thu 14th May 2020
Places available
£1995
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Thu 14th May 2020
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£2195
Bristol
Thu 14th May 2020
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Thu 14th May 2020
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Thu 14th May 2020
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Thu 14th May 2020
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Thu 14th May 2020
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Thu 14th May 2020
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£2195
Glasgow
Thu 14th May 2020
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£2195
Sheffield
Thu 14th May 2020
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£2195
London
Thu 14th May 2020
Places available
£1995
Maidstone
Thu 14th May 2020
Places available
£2195
Norwich
Thu 14th May 2020
Places available
£2195
Nottingham
Thu 14th May 2020
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£2195
Thu 28th May 2020
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£2495
Thu 18th Jun 2020
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Thu 9th Jul 2020
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£2195
Southampton
Thu 9th Jul 2020
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Manchester
Thu 9th Jul 2020
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£1995
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Thu 9th Jul 2020
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Thu 9th Jul 2020
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Thu 9th Jul 2020
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London
Thu 9th Jul 2020
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£1995
Maidstone
Thu 9th Jul 2020
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Norwich
Thu 9th Jul 2020
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Thu 9th Jul 2020
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Dublin
Thu 9th Jul 2020
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Thu 9th Jul 2020
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Thu 9th Jul 2020
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Thu 9th Jul 2020
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£1995
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Norwich
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Dublin
Thu 10th Sep 2020
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Edinburgh
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Leeds
Thu 10th Sep 2020
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£2195
Birmingham
Thu 10th Sep 2020
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Milton Keynes
Thu 10th Sep 2020
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Cambridge
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Belfast
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Southampton
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Manchester
Thu 10th Sep 2020
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Norwich
Thu 12th Nov 2020
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Dublin
Thu 12th Nov 2020
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Edinburgh
Thu 12th Nov 2020
Places available
£2195
Leeds
Thu 12th Nov 2020
Places available
£2195
Birmingham
Thu 12th Nov 2020
Places available
£1995
Milton Keynes
Thu 12th Nov 2020
Places available
£2195
Cambridge
Thu 12th Nov 2020
Places available
£2195
Belfast
Thu 12th Nov 2020
Places available
£2195
Southampton
Thu 12th Nov 2020
Places available
£2195
Manchester
Thu 12th Nov 2020
Places available
£1995
Brighton
Thu 12th Nov 2020
Places available
£2195
Bristol
Thu 12th Nov 2020
Places available
£2195
Aberdeen
Thu 12th Nov 2020
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Reading
Thu 12th Nov 2020
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Liverpool
Thu 12th Nov 2020
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London
Thu 12th Nov 2020
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£1995
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Thu 3rd Dec 2020
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Key points about this course


Duration: 2 Days*

Support: 24/7


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