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@ -62,7 +62,7 @@ By ensuring that the content aligns with projects, the process is made more enga
| Lesson Number | Section | Concepts Taught | Learning Objectives | Linked Lesson | Author |
| :-----------: | :--------------------------------------: | :-----------------------------------------------: | --------------------------------------------------------------------------------------------------------- | :-------------------------------------------------: | :-------: |
| :-----------: | :--------------------------------------------------------: | :-----------------------------------------------: | --------------------------------------------------------------------------------------------------------- | :-------------------------------------------------: | :-------: |
| 01 | [Introduction](Introduction/README.md) | Introduction to Machine Learning | Learn the basic concepts behind Machine Learning | [lesson](Introduction/1-intro-to-ML/README.md) | Amy |
| 02 | [Introduction](Introduction/README.md) | The History of Machine Learning | Learn the history underlying this field | [lesson](Introduction/2-history-of-ML/README.md) | Amy |
| 03 | [Introduction](Introduction/README.md) | The Ethics of Machine Learning | What are the important ethical issues that students should consider when building and applying ML models? | [lesson](Introduction/3-Ethics/README.md) | Tomomi |
@ -78,12 +78,12 @@ By ensuring that the content aligns with projects, the process is made more enga
| 13 | Introduction to Clustering | [Clustering](Clustering/README.md) | Clean, Prep, and Visualize your Data; Introduction to Clustering | [lesson](Clustering/1-Visualize/README.md) | |
| 14 | Exploring Nigerian Musical Tastes 🎧 | [Clustering](Clustering/README.md) | Explore the K-Means Clustering Method | [lesson](Clustering/2-K-Means/README.md) | |
| 15 | Exploring Nigerian Musical Tastes 🎧 | [Clustering](Clustering/README.md) | Explore Centroid models for Clustering | [lesson](Clustering/3-Centroid/README.md) | |
| 16 | Introduction to NLP | [Natural Language Processing](NLP/README.md) | tbd | [lesson]() | Stephen |
| 16 | Introduction to Natural Language Processing | [Natural Language Processing](NLP/README.md) | tbd | [lesson]() | Stephen |
| 17 | Romantic Hotels of Europe ♥️ | [Natural Language Processing](NLP/README.md) | tbd | [lesson]() | Stephen |
| 18 | Romantic Hotels of Europe ♥️ | [Natural Language Processing](NLP/README.md) | tbd | [lesson]() | Stephen |
| 19 | Romantic Hotels of Europe ♥️ | [Natural Language Processing](NLP/README.md) | tbd | [lesson]() | Stephen |
| 20 | Introduction to Time Series Forecasting | [Time Series](Time-Series/README.md) | tbd | [lesson]() | Francesca |
| 21 | Power Usage in India ⚡️ | [Time Series](Time-Series/README.md) | tbd | [lesson]() | Francesca |
| 20 | Introduction to Time Series Forecasting | [Time Series](Time-Series/README.md) | Introduction to Time Series Forecasting | [lesson]() | Francesca |
| 21 | ⚡️ World Power Usage ⚡️ Time Series Forecasting with ARIMA ⚡️ | [Time Series](Time-Series/README.md) | Time Series Forecasting with ARIMA | [lesson]() | Francesca |
| 22 | Introduction to Reinforcement Learning | [Reinforcement Learning](Reinforcement/README.md) | tbd | [lesson]() | Dmitry |
| 23 | Help Peter avoid the Wolf! 🐺 | [Reinforcement Learning](Reinforcement/README.md) | tbd | [lesson]() | Dmitry |
| 24 | Real-World ML Scenarios and Applications | ML in the Wild | Interesting and Revealing real-world applications of classical ML | [lesson](Real-World/1-Applications/README.md) | All |

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