AI and Data Literacy for Business Professionals (2024)

سرفصل های دوره

Data and Artificial Intelligence Literacy - From Core ML and Statistical Concepts to the Latest in AI in Simple Terms

1. Statistics Essentials

1.1 AI and Data Literacy Handbook-2024.pdf

1. Introduction

2. Descriptive Statistics Measures of Central Tendency and Variability

3. Descriptive Statistics Distributions

4. Inferential Statistics Sampling Techniques

5. Inferential Statistics Hypothesis Testing

6. Inferential Statistics Correlation

7. Quiz Statistics Essentials.html

2. AI Essentials

1.1 AI and Data Literacy Handbook-2024.pdf

1. Introduction

2.1 Image credits .pdf

2. History of AI

3. Supervised vs Unsupervised Machine Learning

4. Train, Validation, Test Datasets

5. Overfitting and Underfitting (Bias & Variance)

6. Quiz AI Essentials.html

3. Evaluation Metrics for ML Models

1.1 AI and Data Literacy Handbook-2024.pdf

1. Introduction

2. Evaluation Metrics for Classification Models

3. Evaluation Metrics for Regression Models

4. Quiz Evaluation Metrics for Machine Learning Models.html

4. Advanced Topics in AI

1.1 AI and Data Literacy Handbook-2024.pdf

1. Introduction

2. From Neural Networks to Large Language Models

3. Generative AI

4. Reinforcement Learning

5. Responsible AI

6. AI Rapid Fire

7. Quiz More Advanced Topics in AI.html

5. Data Visualization Literacy Essentials

1.1 AI and Data Literacy Handbook-2024.pdf

1. Introduction

2. Chart Types

3. Data Visualizations Checklist

4. Quiz Data Visualization Literacy Essentials.html

6. Final Exam

1. Final Test.html

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تولید کننده: Udemy