Conditional Probability Courses and Certifications

The Power of Statistics

Explore statistics for data analytics, covering descriptive and inferential stats, probability, sampling, confidence intervals, hypothesis testing, and Python—part of Google's Advanced Data Analytics Certificate.

• Google Skills
• 31 hours
• Self-Paced
• Paid Course

NPTEL;  IIT Kanpur

Probability and Random Variables - Processes for Wireless Communications

1 rating

Explore probability and random processes in wireless communications, covering axioms, conditional probability, random variables, and applications in fading channels and array processing.

• YouTube
• 10 hours
• Self-Paced
• Free Video

NPTEL;  IIT Madras

Machine Learning

The course places machine learning in its context within AI and gives an introduction to the most important core techniques such as decision tree-based inductive learning, inductive logic programming, reinforcement learning and deep learning through deci…

• YouTube
• 16 hours
• Self-Paced
• Free Video

NPTEL;  IIT Madras

Probability Foundation for Electrical Engineers

Comprehensive exploration of probability theory for electrical engineers, covering fundamental concepts, random variables, expectation, and limit theorems with rigorous mathematical foundations.

• YouTube
• 1 day 14 hours
• Self-Paced
• Free Video

NPTEL;  IIT Kharagpur

Probability Methods in Civil Engineering

Comprehensive exploration of probability concepts, distributions, and statistical methods applied to civil engineering problems, enhancing analytical skills for real-world applications.

• YouTube
• 1 day 13 hours
• Self-Paced
• Free Video

NPTEL;  IIT Delhi

An Introduction to Artificial Intelligence

Comprehensive exploration of AI fundamentals, covering search algorithms, game theory, logic, uncertainty, Bayesian networks, and reinforcement learning, with historical context and practical applications.

• YouTube
• 1 day 8 hours
• Self-Paced
• Free Video

Coding Train

The Monty Hall Problem

Explore the Monty Hall Problem through JavaScript and p5.js, learning probability concepts, DOM manipulation, and coding techniques while building an interactive simulation.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

3Blue1Brown

The Medical Test Paradox and Redesigning Bayes' Rule

Explore the medical test paradox and a redesigned Bayes' rule, focusing on likelihood ratios and Bayes factors to enhance understanding of conditional probability in diagnostic testing.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Serrano.Academy

Naive Bayes Classifier - A Friendly Approach

Visual explanation of Bayes' Theorem and Naive Bayes algorithm, applied to spam detection. Accessible approach requiring only basic math skills and a desire to learn.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Code With Aarohi

Machine Learning Tutorial - Practical Implementation and Explanation of ML Algorithms

Master machine learning algorithms through hands-on Python implementation, covering regression, classification, clustering, and key concepts like overfitting and PCA.

• YouTube
• 4 hours 28 minutes
• Self-Paced
• Free Video

Insights into Mathematics

Elementary Probability and Statistics

Discover fundamental concepts in probability theory and statistics, from basic counting to normal distributions, with clear explanations of random variables and statistical measures.

• YouTube
• 7 hours 35 minutes
• Self-Paced
• Free Video

UCLA Automated Reasoning Group

Learning and Reasoning with Bayesian Networks

Master probabilistic reasoning and machine learning through comprehensive coverage of Bayesian networks, from basic probability theory to advanced inference algorithms and causal modeling.

• YouTube
• 22 hours 11 minutes
• Self-Paced
• Free Video

AnalystPrep

SOA Exam P - Probability - Actuarial Exams

Master probability theory and statistical distributions to excel on the SOA Exam P with comprehensive coverage of univariate, multivariate random variables, and actuarial applications.

• YouTube
• 12 hours 8 minutes
• Self-Paced
• Free Video

Statistics 110 - Probability

1 rating

Comprehensive introduction to probability theory, covering fundamental concepts, distributions, and applications. Ideal for understanding statistics, science, and randomness in various fields.

• YouTube
• 1 day 3 hours
• Self-Paced
• Free Video

Artificial Intelligence - Principles and Techniques - Autumn 2019

Understand Artificial Intelligence, its principles and techniques with this Standford engineering course.

• YouTube
• 1 day 1 hour
• Self-Paced
• Free Online Course