Courselet Title | Description | Author |
---|---|---|
Data Analysis in pandas | This courselet provides background information on using the pandas library in python. It focuses on . . . | David Koop |
Data Cleaning | This courselet provides information on using pandas to do data cleaning. Data cleaning is the . . . | David Koop |
Machine Learning Process | This introductory level courselet on Machine Learning Processing. | Pedro Ramonetti |
Data-Tranformation | Data transformation is the process of converting data from one format to another. This can be done . . . | Manvitha Kuncham |
Data-Integration | Data integration is the process of combining data from different sources into a single, unified . . . | Manvitha Kuncham |
Using cloud servers for GPU-based inference | Machine learning models are most often trained in the cloud, on powerful centralized servers with . . . | Fraida Fund |
Using edge devices for CPU-based inference | This experiment demonstrates using an edge device for machine learning inference, focusing on image . . . | Fraida Fund |
Inspecting network traffic with tcpdump and Wireshark | In this experiment you will practice using tcpdump and Wireshark, two software applications for . . . | Fraida Fund |
Connect Google Colab to a server on Chameleon | This allows you to run experiments requiring bare metal access, storage, memory, GPU and compute . . . | Fraida Fund |
Teaching computer networks on Chameleon | This repository collects network topologies + configurations for teaching computer networks on . . . | Fraida Fund |
Network emulation | When we do experiments involving computer networks, we often want to “mimic” specific network . . . | Fraida Fund |
Initializing a VM at KVM@TACC with multiple storage volumes | This artifact initializes a VM at KVM@TACC with multiple storage volumes using the CHI and Cinder . . . | Erez Zadok |
Benchmarking DISK IO Performance | This courselet covers the importance of disk I/O benchmarking for system efficiency, detailing the . . . | Erez Zadok |
Disk Partitioning Demo | In this courselet, you will learn how to perform disk partitioning and file system management tasks . . . | Erez Zadok |
Software RAID 0 (Disk Striping) | RAID (Redundant Arrays of Independent Disks) combines multiple disks to improve performance or . . . | Erez Zadok |
AutoLearn Autonomous Cars | Guide to setting up and activating RC car edge devices with donkeycar software to implement . . . | Alicia Morel |
Spark: Exploratory Data Analysis | Learning Objectives: – Understand the advantages and disadvantages of Spark when working with Big . . . |
Pedro Ramonetti |
Dask: Exploratory Data Analysis | Learning objectives -Understand the advantages and disadvantages of Dask when working with Big . . . |
Pedro Ramonetti |
Spark: Machine Learning Process | – Familiarize with Spark’s MLib – Apply ML models using Spark |
Pedro Ramonetti |
Introducing Python to the Geoscience Classroom | Unlock your students’ potential to use Earth data in this artifact. Explore the opportunities for . . . | Joanmarie Del Vecchio |
Deploy a Kubernetes cluster | Launch a 3-node Kubernetes cluster, for use in teaching cloud computing. | Fraida Fund |
Reproducing “Deep Neural Nets: 33 years ago and 33 years from now” | Reproduce a deep learning result from 1989 as a learning exercise. | Fraida Fund |
Data Acquisition – Locally Generated Data | This courselet will use a Raspberry Pi 4, and use sensor(s) that provide data. The students will be . . . | Yash Kurkure |
Data visualization using charts | Core Learning outcomes: Learners will acquire fundamental skills in creating data visualizations . . . |
Manvitha Kuncham |
Selection-Brushing | Course Outcome: In this courselet, the focus is on utilizing the Vega-Altair module for interactive . . . |
Manvitha Kuncham |
Machine Learning Processing | In this courselet, you will learn the fundamental process to build a machine learning model, from . . . | Pedro Ramonetti |
Data Acquisition – Remote Experimental Data | This courselet will teach students how to acquire data from a remote source; it will use the data . . . | Yash Kurkure |
Data Acquisition: Generic Remote Data | In this courselet, the students will learn to acquire data from the World Wide Web space. Students . . . | Yash Kurkure |
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