Mastering AI and Data Analysis no Coding with JMP Software

سرفصل های دوره

Unleashing the Power of Statistical Discovery and Visualization

1. Getting Started with JMP Software

1. Introduction to JMP Software

2.1 2-2 Contents.pdf

2. Going through the course structure

3. Installation of JMP Software

4. Other JMP Software

2. Data import and manipulation in JMP Software

1.1 Superstore.xlsx

1. Importing data from an Excel File

2.1 vaccination-data.csv

2. Importing data from a CSV File

3.1 Google Sheet Data link.txt

3. Importing data from Google Sheets

4. Importing data from MYSQL Database

5.1 Superstore.xlsx

5. Cleaning the data imported into JMP

6.1 VARIOUS OPTIONS AVAILABLE IN JMP SOFTWARE.pdf

6. Navigating JMP Options

3. Introduction to Descriptive Statistics

1. Introduction to Statistics

2. Dataset and types of data

3. Componenets of Descriptive statistics

4. Understanding central tendency (Mean, Median, Mode)

5. Understanding Measure of Variability (Range, Variance, Standard Deviation)

6. Application of Measure of central tendency (Mean, Median, Mode)

7. Application of Measure of Variability (Range, Variance, Standard Deviation)

8. Application of Measure of Variability in Manufacturing - a discussion

9.1 4-1 A Understanding Different Types of Visuals and their Applications.pdf

9. Understanding different types of visuals

10.1 4-1 B Understanding Different Types of Visuals and their Applications.pdf

10. Understanding business applications of visualization

11. Understanding Frequency Table for Categorical values

4. Exploratory data analysis using JMP Software

1.1 Scatter plot tutorial.pdf

1.2 Superstore.xlsx

1. Scatter Plot in JMP Software

2.1 Bar plot tutorial.pdf

2. Bar charts in JMP Software

3. Parallel Charts in JMP Software

4. Pie Chart in JMP Software

5. Heat map in JMP Software

6. Map Plot in JMP Software

7. Box Plot in JMP Software

8. Histogram in JMP Software

9. More Graphs in JMP Software - Bubble plot, Scatter plot 3D, Contour graph, Area

5. Performing Descriptive Statistics in JMP Software

1. Frequency Table for Categorical values using JMP

2. Plotting One Variable - Numeric and Categorical

3. Plotting Two variables - Numeric and Categorical

4. Tabulate Statistics

5. Assessing Normality

6. Assignment 1 - Data exploration and understanding through Graphs and Plots.html

6. Performing Inferential Statistics in JMP Software

1. Performing sampling in JMP Software

2. Generating a Random data

3. Confidence Intervals for Population Proportions

4. Hypothesis Tests for Population Proportions

5. Calculating Z Score

6. Chi Squared Test for a Two-Way Table

7. t-Test and Z-Test for continuous variables

8. t-Test and ANOVA for categorical variables

9. Correlation

7. Running Models

1. Introduction to Models

2. Linear Regression using JMP

3.1 vaccination-data.csv

3. Logistic Regression

4. Clustering

5.1 ongc.csv

5. Time Series

6. Text Explorer

8. Thank You

1. More Options in JMP Software

2. Thank You Video

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تولید کننده: Udemy