Machine Learning Projects and Case Studies on Machine Learning

Projects and Case Studies on Machine Learning

Catalog: Machine Learning
Short name: Project and case study with ML - 2023
Course start date: 2023-01-31
Paystack
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Description

The web is full of apps that are driven by data. All the e-commerce apps and websites are based on data in the complete sense. There is database behind a web front end and middleware that talks to a number of other databases and data services. But the mere use of data is not what comprises of data science. A data application gets its value from data and in the process creates value for itself. This means that data science enables the creation of products that are based on data.

This course includes real-world projects which are used by data scientists or people who inspire to be the data scientist.


The tutorials will include the following;

The modules of this course include:

1. Statistics and Probability

2. Regression

3. Time Series

4. Clustering

5. Classification

6. Chart types and when to use them.

Course Duration:-5h 3m

Sections

General
0 activities

Introduction to Machine Learning Case Studies
Environmental SetUp
Problem Statement for Linear Regression
Starting with Normal linear Regression
Polynomial Regression
Backward Elimination
Robust Regression
Logistic Regression
Logistic Regression Continue
Introduction to k-Means Clustering
Creating Scattered Plots
Euclidean Distance Calculator
Printing Centroid Values
Analysing Face Detection
Problem Statement
Creating Model of time Series
Training and Testing Data
Analysing Output
Time Series Bitcoin Data
Classification
Fruit type Distribution
Create Training and Test Sets
Building Logistic Regression
Building Decision Tree
K-Nearest Neighbors
Linear Discriminant Analysis
Gaussian Naive Bayes
Plot the Decision Boundary
Plot the Decision Boundary Continue
Defining the Problem Statement
Data Preparation
Clean up
Payment Delays
Standing Credit
Payments in the Previous Months
Explore Defaulting
Absolute Statistics
Starting with Feature Engineering
From Variables to Train
Visualization-Confusion Matrices and AUC Curves
Creating SNS Plot
Course Certificate
Secure Video
41
Certificate
1
Cost: 5000
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Course Duration:-5h 3m