Search result for Probability Theory Online Courses & Certifications
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Probabilistic Graphical Models 1: Representation
by Daphne Koller- 4.6
Approx. 67 hours to complete
Probabilistic graphical models (PGMs) are a rich framework for encoding probability distributions over complex domains: joint (multivariate) distributions over large numbers of random variables that interact with each other. These representations sit at the intersection of statistics and computer science, relying on concepts from probability theory, graph algorithms, machine learning, and more....
Mathematical Foundation For Machine Learning and AI
by Eduonix Learning Solutions- 4.4
4.5 hours on-demand video
Probability Theory. Probability Theory – The theories are used to make assumptions about the It is important for us to understand the key probability Elements of Probability...
$9.99
Introduction to Probability: Part II – Inference & Processes
by John Tsitsiklis , Patrick Jaillet , Qing He , Jimmy Li- 0.0
16 Weeks
Learn how to use probability theory to develop the basic elements of statistical inference and important random process models It is a challenging class, but will enable you to apply the tools of probability theory to real-world applications or your research....
$75
Probabilistic Graphical Models 3: Learning
by Daphne Koller- 4.6
Approx. 66 hours to complete
Probabilistic graphical models (PGMs) are a rich framework for encoding probability distributions over complex domains: joint (multivariate) distributions over large numbers of random variables that interact with each other. These representations sit at the intersection of statistics and computer science, relying on concepts from probability theory, graph algorithms, machine learning, and more....
Foundations of Data Science
by Dinesh Kumar- 0.0
7 Weeks
In this course we will start with basic concepts in probability such as joint and conditional probabilities. Describe the role of probability theory, optimization and linear algebra in the field of Artificial Intelligence. Define probability distributions such as binomial and normal and its applications in ML model development....
$149
Probabilistic Graphical Models 2: Inference
by Daphne Koller- 4.6
Approx. 38 hours to complete
Probabilistic graphical models (PGMs) are a rich framework for encoding probability distributions over complex domains: joint (multivariate) distributions over large numbers of random variables that interact with each other. These representations sit at the intersection of statistics and computer science, relying on concepts from probability theory, graph algorithms, machine learning, and more....
Probability and Statistics for Business and Data Science
by Jose Portilla- 4.6
5 hours on-demand video
Learn how to apply probability and statistics to real data science and business applications! Welcome to Probability and Statistics for Business and Data Science! We'll cover everything you need to know about statistics and probability to clearly tackle real world business and data science problems! Conditional Probability...
$17.99
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Statistics for International Business
by George Kapetanios- 3.7
Approx. 10 hours to complete
Probability and Probability Distributions Probability and Probability Distributions - An Introduction 4: Probability 1: The Definition of Probability 2: Probability Rules 4: Conditional Probability 1: The Probability Distribution Function The Probability Density Function Probability and Probability Distributions - Summary...
Introduction to Formal Concept Analysis
by Sergei Obiedkov- 4.8
Approx. 26 hours to complete
This course is an introduction into formal concept analysis (FCA), a mathematical theory oriented at applications in knowledge representation, knowledge acquisition, data analysis and visualization. The course is self-contained, although basic knowledge of elementary set theory, propositional logic, and probability theory would help. Concept probability...
Quantum Information Science II: Quantum states, noise and error correction
by Isaac Chuang , Aram Harrow- 0.0
4 Weeks
3x: Quantum complexity theory and information theory Knowledge of linear algebra is also strongly recommended, and other helpful math topics to know include probability and finite fields....
$49