Machine Learning Mathematical and Statistics Foundations for Machine Learning

Mathematical and Statistics Foundations for Machine Learning

Catalog: Machine Learning
Short name: MSF With Machine learning 2023
Course start date: 2024-07-02
Paystack

Description

Machine learning is a scientific discipline that explores the construction and study of algorithms that can learn from data. Such algorithms operate by building a model from example inputs and using that to make predictions or decisions, rather than following strictly static program instructions. Machine learning is closely related to and often overlaps with computational statistics; a discipline that also specializes in prediction-making.


This training is an introduction to the concept of machine learning and its application using Python.

Course Duration:- 8h 01m

Sections

General
0 activities

Introduction to Machine Learning with Python
Machine Learning Introduction
Analytics in Machine Learning
Big Data Machine Learning
Emerging Trends Machine Learning
Data Mining
Data Mining Continues
Supervised and Unsupervised
Sampling Method in Machine Learning
Technical Terminology
Error of Observation and Non Observation
Systematic Sampling
Cluster Sampling
Statistics Data Types
Qualitative Data and Visualization
Machine Learning
Relative Frequency Probability
Joint Probability
Conditional Probability
Concept of Independence
Total Probability
Random Variable
Probability Distribution
Cumulative Probability Distribution
Bernoulli Distribution
Gaussian Distribution
Geometric Distribution
Continuous and Normal Distribution
Mathematical Expression and Computation
Transpose of Matrix
Properties of Matrix
Determinants
Error Types
Critical Value Approach
Right and Left Sided Critical Approach
P-Value Approach
P-Value Approach Continues
Hypothesis Testing
Left Tail Test
Two Tail Test
Confidence Interval
Example of Confidence Interval
Normal and Non Normal Distribution
Normality Test
Normality Test Continues
Determining the Transformation
T-Test
T-Test Continue
More on T-Test
Test of Independence
Example of Test of Independence
Goodness of Fit Test
Example of Goodness of Fit Test
Co-Variance
Co-Variance Continues
Course Certificate

Secure Video
54
File
1
Certificate
1
Cost: 5000