awesome-data-science
A curated list of tools, libraries, platforms, datasets, workflows, and learning resources for data science.
https://github.com/brandonhimpfen/awesome-data-science
Last synced: 9 days ago
JSON representation
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Big Data & Distributed Computing
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Databases & Storage
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Datasets & Open Data
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Data Wrangling & ETL
- pandas
- Apache Airflow
- dbt
- Apache NiFi
- Talend Open Studio - source ETL and integration platform.
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Deep Learning
- TensorFlow - to-end deep learning framework.
- PyTorch
- Keras - level neural networks API.
- FastAI - level library simplifying deep learning workflows.
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Exploratory Data Analysis
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Foundations & References
- Data Science Stack Exchange
- arXiv Data Science - access preprints across statistics, ML, and data analysis.
- KDnuggets
- Towards Data Science
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Learning Resources
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Guides
- Python Data Science Handbook
- Google ML Crash Course
- The Data Science Lifecycle - to-end data science workflows.
- The Data Science Lifecycle - to-end data science workflows.
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Tutorials
- Kaggle Learn - on micro-courses in data science.
- DataCamp
- Coursera Data Science - backed data science programs.
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Machine Learning
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MLOps & Production
- Kubeflow - native ML workflows.
- Seldon Core
- BentoML
- Evidently
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Notebooks & Experimentation
- Jupyter
- Google Colab - hosted Jupyter notebooks with free GPUs.
- VS Code Notebooks
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Programming Languages
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Related Awesome Lists
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Statistics & Probability
- SciPy Stats
- Statsmodels
- Stan
- PyMC
- scikit-posthocs - hoc statistical tests for Python.
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Time Series & Forecasting
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Visualization
Programming Languages
Categories
Related Awesome Lists
9
Learning Resources
7
Databases & Storage
6
Visualization
6
Programming Languages
5
Time Series & Forecasting
5
Data Wrangling & ETL
5
Big Data & Distributed Computing
5
Statistics & Probability
5
Deep Learning
4
Datasets & Open Data
4
Exploratory Data Analysis
4
Machine Learning
4
MLOps & Production
4
Foundations & References
4
Notebooks & Experimentation
3
License
1
Sub Categories
Keywords
python
9
data-science
6
awesome-lists
6
awesome-list
6
awesome
6
machine-learning
6
pandas
5
forecasting
4
statistics
4
data-analysis
3
jupyter-notebook
3
time-series
3
deep-learning
3
artificial-intelligence
3
data-visualization
2
pandas-dataframe
2
ai
2
data-exploration
2
data-profiling
2
eda
2
exploration
2
exploratory-data-analysis
2
matplotlib
1
numpy
1
pandas-profiling
1
scikit-learn
1
jupyter
1
html-report
1
data-quality
1
big-data-analytics
1
torch
1
timeseries
1
time-series-prediction
1
time-series-forecasting
1
sagemaker
1
pytorch
1
neural-networks
1
mxnet
1
aws
1
viewer
1
arima
1
automl
1
baselines
1
econometrics
1
ets
1
exponential-smoothing
1
fbprophet
1
mstl
1
naive
1
neuralprophet
1