Cudweed

AI-0: The Basics of Data Science

courses
pro-courses
You will start with the basics of python programming, including python data structures…

AI-1: AI Basics

courses
pro-courses
model-comparison
logistic-regression
You will become familiar with and gain expertise…

AI-2: Convoluted Neural Networks

courses
pro-courses
Continue your data science journey with convolutional neural networks. Obtain a deeper intuition with network architecture choices, activation…

AI-3: Language Models

courses
pro-courses
This is an advanced course for developing proficiency with Natural Language Processing. You will start with the traditional language models, learn about word…

AI-4: Reinforcement Learning & Generative Models

courses
pro-courses
This advanced course will provide a fundamental understanding of the concepts behind Reinforcement Learning and how to apply them to real-world problems. The course covers…

AI-5: Productionizing AI (MLOps)

courses
pro-courses
This is a 8 weeks (plus 4-6 weeks of extended project) hands-on course on industrial AI concepts & practices. This advanced course is ideal for those who have completed…

Awk

data transformation
An old goody! For quick command line analysis of data.

DS-1: Data Science Basics

courses
pro-courses
You will learn how to get, clean, and process data…

Model Comparison

article
model-comparison
All information criteria derive from the Deviance, which we learnt about when we…
Nov 29, 2022
Jill Doe

 

Model Comparison Learning Path

learning-path
model-comparison
We are gonna learn about Model Comparison

Prefect-2.0

orchestration
pipeline
Prefect is largely regarded as the successor to Airflow. Its API is simpler, and…

Some Data Analysis about Congress

model-comparison
congress

How to sitting president’s parties do with congress?

Stitchfix Hamilton

data
data transformation
model-comparison
A scalable general purpose micro-framework for defining dataflows, Allows you to specify a flow of (delayed) execution, that forms a Directed Acyclic Graph (DAG).

The LLN

Statistics
MonteCarlo

Probably the most important theorem in frequentist statistics
Dec 3, 2022

Visualization As Story

Visualization
Communication
Storytelling

How should you communicate your insights in Visualization?
Dec 3, 2022
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