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Data-Science-For-Beginners
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Project README updated for Ethics lesson

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plus minor link fixes to ethics lesson plan README.
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Nitya Narasimhan 3 years ago
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1-Introduction/02-ethics/README.md
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This lesson dives into a critical topic for the modern data scientist: _data ethics_. This lesson dives into a critical topic for the modern data scientist: _data ethics_.
In this lesson we'll cover: In this lesson we'll cover:
1. _[Fundamentals]()_ - Principles & History 1. _[Fundamentals](#1-fundamentals)_ - Principles & History
2. _[Data Collection](#2-data-collection)_ - Ownership & Consent 2. _[Data Collection](#2-data-collection)_ - Ownership & Consent
3. _[Data Privacy](#2-data-privacy)_ - Protection & Anonymity 3. _[Data Privacy](#3-data-privacy)_ - Protection & Anonymity
4. _[Fairness](#4-fairness)_ - Algorithm Bias & 4. _[Algorithms & Fairness](#4-algorithms-and-fairness)_ - Unfairness, Harms & Bias
5. _[Tools](5-tools)_ - Checklists & Frameworks 5. _[Tools & Frameworks](5-tools-and-frameworks)_ - Codes, Checklists & Frameworks
6. _[Summary](6-summary)_ - Related Work 6. _[Summary](6-summary)_ - Related Work
<br/> <br/>
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<br/> <br/>
## 4. Algorithms Fairness ## 4. Algorithms and Fairness
| Topics| | Topics|
|--| |--|
@ -67,7 +67,7 @@ In this lesson we'll cover:
<br/> <br/>
## 5. Tools ## 5. Tools and Frameworks
| Topics| | Topics|
|--| |--|

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README.md
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| Lesson Number | Topic | Lesson Grouping | Learning Objectives | Linked Lesson | Author | | Lesson Number | Topic | Lesson Grouping | Learning Objectives | Linked Lesson | Author |
| :-----------: | :--------------------------------------: | :--------------------------------------------------: | :--------------------------------------------------: | :----------------------------------------------------------------------: | :----: | | :-----------: | :--------------------------------------: | :--------------------------------------------------: | :--------------------------------------------------: | :----------------------------------------------------------------------: | :----: |
| 01 | Defining Data Science | [Introduction](1-Introduction/README.md) | TBD | | | | 01 | Defining Data Science | [Introduction](1-Introduction/README.md) | TBD | | |
| 02 | Data Science Ethics | [Introduction](1-Introduction/README.md) | TBD | | Nitya | | 02 | Data Science Ethics | [Introduction](1-Introduction/README.md) | Data Ethics Concepts, Challenges & Frameworks. | | [Nitya Narasimhan](https://github.com/nitya) |
| 03 | Defining Data | [Introduction](1-Introduction/README.md) | TBD | | | | 03 | Defining Data | [Introduction](1-Introduction/README.md) | TBD | | |
| 04 | Introduction to Statistics & Probability | [Introduction](1-Introduction/README.md) | TBD | | | | 04 | Introduction to Statistics & Probability | [Introduction](1-Introduction/README.md) | TBD | | |
| 05 | Working with Spreadsheets | [Working With Data](2-Working-With-Data/README.md) | Spreadsheets | | | | 05 | Working with Spreadsheets | [Working With Data](2-Working-With-Data/README.md) | Spreadsheets | | |

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