Schedule
Date | Class Number | Topic (2021) | Learning Outcomes | Slides | Home work |
8/24/2021 | 1 (Lecture) | Intro to course and objectives. Introduction to Data Science and ML workloads | What is Data Science? | ||
8/26/2021 | 2 (Activity) | How to collaborate as a team and how will we use these rules for the course | How to build productive teams | Class presentations from Homework 1; Rest of slides from previous lecture | https://cyverse.atlassian.net/wiki/spaces/acic2021/pages/1545896018 |
8/31/2021 | 3 (Lecture) | Good software and Data hygiene and automation are central, especially ML workloads | Data Science is a Team Activity |
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9/2/2021 | 4 (Activity) | Hands-on with ML Workloads | Learn what a typical ML lifecycle looks like | https://cyverse.atlassian.net/wiki/spaces/acic2021/pages/1556905985 | |
9/7/2021 | 5 (Lecture) | ML Workloads/ Code management with Notebooks and Git | How to organize code, experiments. Emphasis on open science |
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9/9/2021 | 6 (Activity) | Hands on with Notebooks/Git (though CyVerse) | Practical consideration for creating reproducible analysis with notebooks and version control |
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9/14/2021 | 7 (Lecture) | Introduction to cloud | How to cost/budget utilize cloud |
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9/16/2021 | 8 | More depth with CyVerse platform | Using data management platforms, metadata management |
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9/21/2021 | 9 | Terminal and CLI | Data Science on the command line |
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9/23/2021 | 10 | Hands on CLI | How to use webshell, conda etc. |
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9/28/2021 | 11 | Intro to HPC
| Key features of an HPC, the kinds of problems that they are used to solve
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9/30/2021 | 12 | Hands on UA HPC exercise | Log into UA HPC |
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10/5/2021 | 13 | Hands on HPC part two | Hands on examples of how to run HPC jobs including interactive jobs |
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10/7/2021 | 14 | Intro to Machine Learning Midterm discussion | Types of Machine Learning and which to use for different datasets/problems Midterm discussion for : https://mlcas2021.github.io/ | Teams work on midterm projects and presentations | Work on your mid term during class, swap ideas and solutions |
10/12/2021 | 15 | Midterm Team formation; Ten simple rules to cultivate transdisciplinary collaboration in data science | Midterm competition is due Oct. 18th. You need to an interdisciplinary team to win. What skills and expertise will you bring together, and how will you ensure the success of your team. |
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10/14/2021 | 16 | Stand up reporting from each team; work on midterm in class | Dedicated time where everyone can meet together often leads to rapid progress. Prove this to be true in class as each team gets their project ready for submission on 10/18 |
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10/19/2021 | 17 | Containers and virtualization | Introduction to Software containers capabilities and applications of reproducible analysis |
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10/21/2021 | 18 | Making containers/management with DockerHub | Sharing containers and role of Git for managing versions of containers |
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10/26/2021 | 19 | Teams go to IEEE Data Viz https://azvis2021.github.io/ | Learn importance of information visualization |
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10/28/2021 | 20 | Team presentations: make report on one cool data viz technology showing how they got it to work and how it may be applied | Understand how to integrate novel advances in Data viz into current problem space, challenges in doing that |
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11/2/2021 | 21 | Organizing data and containers | Sharing reproducible analysis and workflows |
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11/4/2021 | 22 | Docker Containers | Foundations of Docker |
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11/9/2021 | 23 | Building and using Docker Containers | Creating your own containers and running them, attaching data |
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11/11/2021 | 24 | Using web-tools for 2D/3D image/point cloud labeling | Data preparation for ML training |
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11/16/2021 | 25 | Relationship between Cyberinfrastructure & ML Workloads (MLOps) | What is MLOps and why is it important for production use |
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11/18/2021 | 26 | Back fill -- special topic as needed |
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11/23/2021 | 27 | Workflows Management Systems (WMS) lecture | Role of WMS for managing ML workloads |
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11/25/2021 | X | Thanksgiving |
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11/30/2021 | 28 | Workflows: Hands on with Snake Make (or similar) | Hands on exercise with select workflow managers (cloud and HPC) |
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12/2/2021 | 29 | Check in on Final projects | Prepare for final project, stand ups |
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12/7/2021 | Last Class | Work on Final projects | Prepare for final project, stand ups |
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12/9/2021 | Reading Day |
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12/14/2021 | Scheduled Final |
| 8-10am |
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12/16/2021 | All Work Due |
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