LessonMaterials
dcai-lab
| LessonMaterials | dcai-lab | |
|---|---|---|
| 2 | 10 | |
| 171 | 399 | |
| 0.6% | 2.8% | |
| 0.0 | 5.4 | |
| almost 3 years ago | 5 months ago | |
| Jupyter Notebook | Jupyter Notebook | |
| - | GNU Affero General Public License v3.0 |
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LessonMaterials
dcai-lab
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Resources to learn practical/industry-focused ML (preferably using TensorFlow)?
Data-Centric AI honestly if you've been working on ML pipelines this might be familiar to you
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Andrew NG, github courses
Another great resource inspired by the Andrew Ng data-centric AI movement is the Introduction to Data-Centric AI course taught this past semester at MIT by PhDs.
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Good Beginner Courses for ML?
Data-centric AI course. Brand new, taught the 1st time a few months ago by MIT PhD grads. This covers how to ensure good data quality for your models. More data science havy.
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[P] We are building a curated list of open source tooling for data-centric AI workflows, looking for contributions.
Thanks for the kind words! Make sure to check out the current open MIT course if you are just starting out: https://dcai.csail.mit.edu/
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The Missing Semester of Your CS Education
Introduction to Data-Centric AI https://dcai.csail.mit.edu
- Introduction to Data-Centric AI
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MIT Introduction to Data-Centric AI
Course homepage | Lecture videos on YouTube | Lab Assignments
What are some alternatives?
llm-course - Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
snorkel - A system for quickly generating training data with weak supervision
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
BotLibre - An open platform for artificial intelligence, chat bots, virtual agents, social media automation, and live chat automation.
deodel - A mixed attributes predictive algorithm implemented in Python.
chordviz - A convolutional neural network trained using PyTorch to predict the next chord (as tablature) on a guitar based on image data. Includes labeling software for the image data as well as an iOS app for hosting and running the model.
UBB-INFO - All projects from university.
nodevectors - Fastest network node embeddings in the west
dgl - Python package built to ease deep learning on graph, on top of existing DL frameworks.
dcai-course - Introduction to Data-Centric AI, MIT IAP 2023 🤖
refinery - The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.