awesome-ai-data-github-repos
A collection of the most important Github repos for ML, AI & Data science practitioners
https://github.com/youssefhosni/awesome-ai-data-github-repos
Last synced: 8 days ago
JSON representation
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Data Science ##
- AWESOME DATA SCIENCE: An open-source Data Science repository to learn and apply towards solving real-world problems.
- freeCodeCamp.org's open-source codebase and curriculum
- Open Source Society University: Path to a free self-taught Education in Data Science
- Data Science Resources
- Data Science for Beginners - A Curriculum
- Data Science Cheatsheet
- List of Data Science/Big Data Resources
- Complete-Life-Cycle-of-a-Data-Science-Project
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- Data Science ALL CHEAT SHEET
- Data Science End-to-End Projects
- Data Analysis Projects
- Data Science Interview Resources
- Data-Science Interview Questions Answers
- Data-science-best-resources
- Amazing-Feature-Engineering
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- PandasAI
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Machine Learning ##
- Awesome Machine Learning
- Machine Learning & Deep Learning Tutorials - wise curated list of Machine Learning and Deep Learning tutorials, articles and other resources
- TensorFlow Examples
- Best-of Machine Learning with Python
- Randy Olson's data analysis and machine learning projects
- Minimum Viable Study Plan for Machine Learning Interviews
- Machine Learning Interview Questions: Machine Learning and Computer Vision Engineer
- GitHub Community Discussions
- Machine Learning Projects
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- Must Read Machine Learning & Deep Learning Papers
- Free Machine Learning Books
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Computer Vision ##
- Awesome Computer Vision: A curated list of awesome computer vision resources
- Awesome Visual-Transformer: Collection of some Transformer with Computer-Vision (CV) papers
- Computer Vision Tutorials by Roboflow
- Awesome-Segmentation-With-Transformer
- Awesome-Referring-Image-Segmentation: A collection of referring image segmentation papers and datasets.
- awesome-vision-language-pretraining-papers: Recent Advances in Vision and Language PreTrained Models (VL-PTMs)
- Awesome Vision-and-Language: A curated list of awesome vision and language resources,
- Awesome Masked Autoencoders: A collection of literature after or concurrent with Masked Autoencoder (MAE)
- Transformer in Vision: paper list of some recent Transformer-based CV works
- Awesome Deepfakes Detection
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- Awesome-Temporal-Action-Detection-Temporal-Action-Proposal-Generation
- Weekly-Top-Computer-Vision-Papers
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- CVPR 2o23 Paper with Code
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Data Engineering ##
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Machine Learning Engineering Operations (MLOps) ##
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Statistics ##
- Probabilistic Programming and Bayesian Methods for Hackers
- Seeing Theory
- TensorFlow Probability
- Statsmodels: Statistical Modeling and Econometrics in Python
- Basic Mathematics for Machine Learning
- Stats Maths with Python
- The Probability and Statistics Cookbook
- Practical Statistics for Data Scientists
- Probability and Statistics VIP Cheatsheets
- Python for Probability, Statistics, and Machine Learning
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SQL & Database ##
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Large Language Models ##
- LLM Survey: A collection of papers and resources related to Large Language Models
- OpenLLM: An open platform for operating large language models (LLMs) in production
- Prompt Engineering Guide:
- Open LLMs: List of LLMs that are all licensed for commercial
- Awesome LLM: Curated list of papers about large language models, especially relating to ChatGPT
- Awesome LangChain: Curated list of tools and projects using LangChain
- LLM Course
- VectorDB-recipes
- LLM Zoo: democratizing ChatGPT
- LLMs Practical Guide: The Practical Guides for Large Language Models
- Awesome GPT Prompt Engineering: A curated list of awesome resources, tools, and other shiny things for GPT prompt engineering
- DemoGPT: Auto Gen-AI App Generator with the Power of Llama 2
- Awesome-Graph-LLM: A collection of AWESOME things about Graph-Related Large Language Models (LLMs).
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- LangChain: Building applications with LLMs through composability
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- Awesome Decentralized LLM: Collection of LLM resources that can be used to build products you can "own" or to perform reproducible research
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Natural Language Processing ##
- nlp-tutorial - tutorial is a tutorial for who is studying NLP(Natural Language Processing) using Pytorch. Most NLP models were implemented with less than 100 lines of code.
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Machine Learning Projects ##
- Adversarial Task
- Land Cover Semantic Segmentation Project
- Movie Recommendation System Project
- 99 Machine Learning Projects
- Orca calls Classifier Project
- Advanced Machine Learning Projects I
- Flowers Classification
- Music Recommender System using ALS Algorithm with Apache Spark and Python
- Advanced Machine Learning II
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Table of Contents:
Programming Languages
Categories
Sub Categories
Keywords
machine-learning
26
data-science
18
deep-learning
18
python
15
statistics
9
data-analysis
8
awesome
8
data-engineering
7
pytorch
7
awesome-list
6
llm
6
ai
6
llms
5
large-language-models
5
mlops
5
probability
5
chatgpt
5
tensorflow
5
transformer
4
natural-language-processing
4
advanced-machine-learning
4
openai
4
sql
4
interview-questions
4
artificial-intelligence
4
data-visualization
4
langchain
3
tutorial
3
spark
3
gpt
3
ml
3
nlp
3
image-segmentation
3
computer-vision
3
scikit-learn
3
hypothesis-testing
3
feature-engineering
3
cheatsheet
3
analytics
3
neural-networks
3
neural-network
3
exploratory-data-analysis
2
image-classification
2
gpt-3
2
data-mining
2
keras
2
gpt-4
2
sql-injection
2
reinforcement-learning
2
semantic-segmentation
2