dcai-lab
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| dcai-lab | UBB-INFO | |
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| 10 | 1 | |
| 400 | 32 | |
| 3.0% | - | |
| 5.4 | 8.8 | |
| 4 months ago | 4 days ago | |
| Jupyter Notebook | Jupyter Notebook | |
| GNU Affero General Public License v3.0 | - |
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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
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What are some alternatives?
snorkel - A system for quickly generating training data with weak supervision
courses - Just the stuff from the faculty (homework, projects, lectures)
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
papers-I-read - A-Paper-A-Week
BotLibre - An open platform for artificial intelligence, chat bots, virtual agents, social media automation, and live chat automation.
Resources - Get Best Resources on every Domain here!
llm-course - Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
ML-University - Machine Learning Open Source University
deodel - A mixed attributes predictive algorithm implemented in Python.
University-Courses - 📚 Algorithms implementation, labs, courses, docs, additional exercises etc
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.
University - Welcome! This is the place where I keep my university assignments along with courses, info dumps and other helpful things!