| Module # | Module Name | Duration | Unit # | Units | Duration | Link to file | Status |
|---|---|---|---|---|---|---|---|
| 1 | Installation | 1 | Introduction | In Review | |||
| 1 | Installation | 2 | What is a Programming Language | In Review | |||
| 1 | Installation | 3 | Visual Studio Code | In Review | |||
| 1 | Installation | 4 | Python | In Review | |||
| 1 | Installation | 5 | Install VSCode | In Review | |||
| 1 | Installation | 6 | Install VSCode Online | In Review | |||
| 1 | Installation | 7 | Install Python | In Review | |||
| 1 | Installation | 8 | Install Extensions | In Review | |||
| 1 | Installation | 9 | Create Jupyter File | In Review | |||
| 1 | Installation | 10 | Knowledge Check | In Review | |||
| 2 | Python Basics | 1 | Introduction | In Review | |||
| 2 | Python Basics | 2 | Comments | In Review | |||
| 2 | Python Basics | 3 | Arithmetic | In Review | |||
| 2 | Python Basics | 4 | Variables | In Review | |||
| 2 | Python Basics | 5 | Strings | In Review | |||
| 2 | Python Basics | 6 | Lists | In Review | |||
| 2 | Python Basics | 7 | Output | In Review | |||
| 2 | Python Basics | 8 | Knowledge Check | In Review | |||
| 3 | Python Intermediate | 1 | Introduction | In Review | |||
| 3 | Python Intermediate | 2 | Conditions | In Review | |||
| 3 | Python Intermediate | 3 | If-Statement | In Review | |||
| 3 | Python Intermediate | 4 | Iterations | In Review | |||
| 3 | Python Intermediate | 5 | Functions | In Review | |||
| 3 | Python Intermediate | 6 | Reading Text From File | In Review | |||
| 3 | Python Intermediate | 7 | Knowledge Check | In Review | |||
| 4 | Final Python Project | 1 | Introduction | In Review | |||
| 4 | Final Python Project | 2 | Setting Up Program | In Review | |||
| 4 | Final Python Project | 3 | Reading Text File | In Review | |||
| 4 | Final Python Project | 4 | Writing Function | In Review | |||
| 4 | Final Python Project | 5 | Adding Call to Function | In Review | |||
| 4 | Final Python Project | 6 | Outputting and Summarizing Data | In Review | |||
| 4 | Final Python Project | 7 | Knowledge Check | In Review |
| Module # | Module Name | Duration | Unit # | Units | Duration | Link to file | Status |
|---|---|---|---|---|---|---|---|
| 1 | Introduction to Artificial Intelligence | 1 | Introduction | In Review | |||
| 1 | Introduction to Artificial Intelligence | 2 | What is Artificial Intelligence | In Review | |||
| 1 | Introduction to Artificial Intelligence | 3 | Space Rock Information | In Review | |||
| 1 | Introduction to Artificial Intelligence | 4 | How Humans Classify | In Review | |||
| 1 | Introduction to Artificial Intelligence | 5 | How to Teach Machines | In Review | |||
| 1 | Introduction to Artificial Intelligence | 6 | Common AI Libraries | In Review | |||
| 1 | Introduction to Artificial Intelligence | 7 | How to Install AI Libraries | In Review | |||
| 1 | Introduction to Artificial Intelligence | 8 | Knowledge Check | In Review | |||
| 2 | Read and Train Data | 1 | Introduction | In Review | |||
| 2 | Read and Train Data | 2 | Importing AI Libraries | In Review | |||
| 2 | Read and Train Data | 3 | Why Clean and Separate Data | In Review | |||
| 2 | Read and Train Data | 4 | Import and Clean Data | In Review | |||
| 2 | Read and Train Data | 5 | How Computers Read Images | In Review | |||
| 2 | Read and Train Data | 6 | Show Imported Images | In Review | |||
| 2 | Read and Train Data | 7 | Knowledge Check | In Review | |||
| 3 | Test AI Program | 1 | Introduction | In Review | |||
| 3 | Test AI Program | 2 | Extracting Features | In Review | |||
| 3 | Test AI Program | 3 | Build Neural Network | In Review | |||
| 3 | Test AI Program | 4 | Train Program | In Review | |||
| 3 | Test AI Program | 5 | Accuracy | In Review | |||
| 3 | Test AI Program | 6 | Predict Rock Types | In Review | |||
| 3 | Test AI Program | 7 | Analyze Predictions | In Review | |||
| 3 | Test AI Program | 8 | Knowledge Check | In Review |
Please link existing Microsoft Learn modules, less on the learning paths
| Module Title | Topic | Link | NASA Module | How they relate |
|---|---|---|---|---|
| Track Wild Polar Bears with AI | AI | https://docs.microsoft.com/en-us/learn/modules/build-ml-model-with-azure-stream-analytics/ | LP1, LP2, LP3 | Contextualized module that uses images to learn something - similar to our learning something from images of rocks. |
| Explore and analyze data with Python | Data Science | https://docs.microsoft.com/en-us/learn/modules/explore-analyze-data-with-python/ | LP1 | The basics of numpy, pandas, and matplotlib - which will be used in LP2 and LP3 and is a good "next step" for LP1. |
| Learn the data science method | Data Science | https://docs.microsoft.com/en-us/learn/modules/learn-data-science-method/ | LP1 | The basics of data science - which will be used in LP2 and LP3 and is a good "next step" for LP1. |
| Introduction to python using the datascience library | Data Science | https://docs.microsoft.com/en-us/learn/modules/introduction-python-using-datascience-library/ | LP1 | Teaching Python with a more data science approach - if students get through the first two modules of LP1 and decide they want to switch to data science. |
| Classify endangered bird species with Custom Vision | Azure/AI | https://docs.microsoft.com/en-us/learn/modules/cv-classify-bird-species/ | LP1, LP2, LP3 | Contextualized module that uses images to demonstrate something - similar to classifying images of rocks |
| Recognize and synthesize speech | Azure/AI | https://docs.microsoft.com/en-us/learn/modules/recognize-synthesize-speech/ | LP2, LP3 | Module that uses speech to learn something - similar to using images to learn something |
| Read text with the Computer Vision service | Azure/AI | https://docs.microsoft.com/en-us/learn/modules/read-text-computer-vision/ | LP2, LP3 | Module that uses pictures of text to learn something - similar to using rock images to learn something |
| Introduction to probability | Data Science | https://docs.microsoft.com/en-us/learn/modules/introduction-probability/ | LP1 | Module that goes more in depth of one aspect of data science - would be good "next step" for LP1 |
| Translate text and speech | AI | https://docs.microsoft.com/en-us/learn/modules/translate-text-with-translation-service/ | LP1, LP2, LP3 | Module that uses AI to learn about analyzing images - similar to LP2 and LP3 |
| Design and plot graphs in Python | Data Science | https://docs.microsoft.com/en-us/learn/modules/design-plot-graphs-python/ | LP1 | Module that builds on Python concepts learned |
| Build a bot with QnA Maker and Azure Bot Service | AI/Data Science | https://docs.microsoft.com/en-us/learn/modules/build-faq-chatbot-qna-maker-azure-bot-service/ | LP1, LP2, LP3 | Contextualized module that builds on Azure concepts and uses chat to teach |
| Deploying machine learning models with Azure Machine Learning | Machine Learning/Data Science | https://docs.microsoft.com/en-us/learn/modules/register-and-deploy-model-with-amls/ | LP1 | The basics of machine learning - which will be used in LP2 and LP3 |
| Identify faces and expressions by using the Computer Vision API in Azure Cognitive Services | AI | https://docs.microsoft.com/en-us/learn/modules/identify-faces-with-computer-vision/ | LP1, LP2, LP3 | Module that uses face identification to learn AI and Azure |
| Introduction to Kubernetes | Business | https://docs.microsoft.com/en-us/learn/modules/intro-to-kubernetes/ | LP1, LP2, LP3 | Gives students and introduction to more business based topics - if they enjoy technology and business |
| Monitor models with Azure Machine Learning | Machine Learning | https://docs.microsoft.com/en-us/learn/modules/monitor-models-with-azure-machine-learning/ | LP2, LP3 | Teaches student what to do after they deploy a machine learning model - builds on LP2 and LP3 information |
| Create a web API with ASP.NET Core | Web Development | https://docs.microsoft.com/en-us/learn/modules/build-web-api-net-core/ | LP1, LP2, LP3 | Module that uses web development to teach students - if students want to experiement with frontend development |
| Create a language model with LUIS | AI | https://docs.microsoft.com/en-us/learn/modules/create-language-model-with-luis/ | LP2, LP3 | Applying a different AI context to information learned in LP2 and LP3 |
| Train and evaluate regression models | Data Science | https://docs.microsoft.com/en-us/learn/modules/train-evaluate-regression-models/ | LP2, LP3 | Learning a different way to train ML and AI models. Similar to LP2 and LP3 |
| Train and evaluate deep learning models | Data Science | https://docs.microsoft.com/en-us/learn/modules/train-evaluate-deep-learn-models/ | LP2, LP3 | Learning a different way to train ML and AI models. Similar to LP2 and LP3 |
| Train and evaluate clustering models | Data Science | https://docs.microsoft.com/en-us/learn/modules/train-evaluate-cluster-models/ | LP2, LP3 | Learning a different way to train ML and AI models. Similar to LP2 and LP3 |
| Test hypothesis by simulating statistics | Data Science | https://docs.microsoft.com/en-us/learn/modules/test-hypothesis-by-simulating-statistics/ | LP1, LP2, LP3 | Contextualized module that introduces student to statistics. Good to bridge gap between LP1 to LP2 and LP3 or for extra info after LP2 and LP3 |
| Simulate and generate empirical distributions in Python | Data Science | https://docs.microsoft.com/en-us/learn/modules/simulate-generate-empirical-distributions-python/ | LP2, LP3 | Contextualized module that introduces students to statistics |
| Introduction to blockchain on Azure | Azure | https://docs.microsoft.com/en-us/learn/modules/intro-to-blockchain/ | LP1, LP2, LP3 | Model that applies computer science to other principles than data science |
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