Cumulus Cycles
A web development tutorial series teaching full-stack web development from the ground-up (no prior experience required).
AI Engineering: Dev Env Setup
AI Engineering Hands-On Intro
Code Analysis Agent
Run local AI RAG Agent
CSCI E-89 Final Project: Local AI RAG Agent
CSCI E-89 Final Project: Summary
CSCI E-89: Playlist Intro
Deploy a Trained ML Model to Docker using Kubernetes
End-to-End ML Model Training and Deployment in Docker
Scikit-learn LinearRegression, GradientBoostingRegressor and RandomForestRegressor Models
Load and Cleanse Data from a CSV and Persist in MySQL using NumPy and Pandas
Intro to Pandas
Intro to NumPy
A brief intro to Google Colab and Jupyter Notebook
Python for Data Science and Machine Learning Playlist Intro
Python Fundamentals
Install Anaconda on a Mac
Install Jupyter Notebook in a Python Virtual Environment
Python Virtual Environments
IaC on AWS with Terraform: Provision an Amazon EFS and mount to EC2 Instances using Terraform
AWS Hands-On: Amazon Elastic File System (EFS)
IaC on AWS with Terraform: Provision an EC2 Instance and install Jenkins & Terraform using Terraform
IaC on AWS with Terraform: Provision a Lambda Function with Layers using Terraform
IaC on AWS with Terraform: Provision a VPC from a CloudFormation Template, using Terraform
DevOps on AWS: Install Jenkins & Ansible on EC2, and deploy Java App on Tomcat in Docker (v2).
DevOps on AWS: Install Jenkins & Ansible on EC2, and deploy Java App on Tomcat in Docker Containers.
DevOps on AWS: Install and configure Ansible on EC2
AWS Hands-On: Integrate AWS Step Functions with EventBridge
AWS Hands-On: AWS Step Functions
AWS Hands-On: Integrate AWS Batch with EventBridge