From 09cfd9afec32ef69b0c4ae7843f5eb20be3c51d6 Mon Sep 17 00:00:00 2001 From: Khuyen Tran Date: Wed, 30 Mar 2022 14:16:21 -0500 Subject: [PATCH 1/6] Create README.md --- data_science_tools/pytest/README.md | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 data_science_tools/pytest/README.md diff --git a/data_science_tools/pytest/README.md b/data_science_tools/pytest/README.md new file mode 100644 index 0000000..7844939 --- /dev/null +++ b/data_science_tools/pytest/README.md @@ -0,0 +1,2 @@ +[![View on YouTube](https://img.shields.io/badge/YouTube-Watch%20on%20Youtube-red?logo=youtube)](https://www.youtube.com/channel/UCNMawpMow-lW5d2svGhOEbw) [![View on Medium](https://img.shields.io/badge/Medium-View%20on%20Medium-blue?logo=medium)](https://khuyentran1476.medium.com/) + From e7f34f97c66e3ece15fe8f1aa9d2e2546d2a31f8 Mon Sep 17 00:00:00 2001 From: Khuyen Tran Date: Wed, 30 Mar 2022 14:21:06 -0500 Subject: [PATCH 2/6] Update README.md --- README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index b2034f1..4842b3c 100644 --- a/README.md +++ b/README.md @@ -49,10 +49,10 @@ git-lfs clone https://github.com/khuyentran1401/Data-science # MLOps -| Title | Article | Repository | -| ------------- |:-------------:| :-----:| +| Title | Article | Repository | Video +| ------------- |:-------------:| :-----:| :-----:| |Introduction to DVC: Data Version Control Tool for Machine Learning Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-dvc-data-version-control-tool-for-machine-learning-projects-7cb49c229fe0) | [πŸ”—](https://github.com/khuyentran1401/Machine-learning-pipeline) | -| Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-hydra-cc-a-powerful-framework-to-configure-your-data-science-projects-ed65713a53c6) | +| Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-hydra-cc-a-powerful-framework-to-configure-your-data-science-projects-ed65713a53c6) | [πŸ”—](https://github.com/khuyentran1401/hydra_demo) | [πŸ”—](https://youtube.com/playlist?list=PLnK6m_JBRVNoPnqnVrWaYtZ2G4nFTnGze) | Introduction to Weight & Biases: Track and Visualize your Machine Learning Experiments in 3 Lines of Code | [πŸ”—](https://towardsdatascience.com/introduction-to-weight-biases-track-and-visualize-your-machine-learning-experiments-in-3-lines-9c9553b0f99d) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/wandb_tracking) | Kedro β€” A Python Framework for Reproducible Data Science Project | [πŸ”—](https://towardsdatascience.com/kedro-a-python-framework-for-reproducible-data-science-project-4d44977d4f04) | [πŸ”—](https://github.com/khuyentran1401/kedro_demo) | Orchestrate a Data Science Project in Python With Prefect | [πŸ”—](https://towardsdatascience.com/orchestrate-a-data-science-project-in-python-with-prefect-e69c61a49074) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/prefect_example) @@ -62,9 +62,9 @@ git-lfs clone https://github.com/khuyentran1401/Data-science # Testing -| Title | Article | Repository | -| ------------- |:-------------:| :-----:| -| Pytest for Data Scientists | [πŸ”—](https://towardsdatascience.com/pytest-for-data-scientists-2990319e55e6) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/pytest) +| Title | Article | Repository | Video +| ------------- |:-------------:| :-----:| :-----:| +| Pytest for Data Scientists | [πŸ”—](https://towardsdatascience.com/pytest-for-data-scientists-2990319e55e6) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/pytest) | [πŸ”—](https://www.youtube.com/playlist?list=PLnK6m_JBRVNoYEer9hBmTNwkYB3gmbOPO) | 4 Lessor-Known Yet Awesome Tips forΒ Pytest | [πŸ”—](https://towardsdatascience.com/4-lessor-known-yet-awesome-tips-for-pytest-2117d8a62d9c) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/advanced_pytest) | Great Expectations: Always Know What to Expect From Your Data | [πŸ”—](https://towardsdatascience.com/great-expectations-always-know-what-to-expect-from-your-data-51214866c24) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/great_expectations_example) | Introduction to Schema: A Python Libary to Validate your Data | [πŸ”—](https://towardsdatascience.com/introduction-to-schema-a-python-libary-to-validate-your-data-c6d99e06d56a) | [πŸ”—](https://deepnote.com/launch?url=https://github.com/khuyentran1401/Data-science/blob/master/data_science_tools/schema.ipynb) From f15aaabc5cfc36dcbb590c60f55caee38c79744b Mon Sep 17 00:00:00 2001 From: Khuyen Tran Date: Wed, 30 Mar 2022 14:22:31 -0500 Subject: [PATCH 3/6] Update README.md --- README.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 4842b3c..c6220dc 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -[![View on GitHub](https://img.shields.io/badge/GitHub-View_on_GitHub-blue?logo=GitHub)](https://github.com/khuyentran1401/Data-science) [![View on Medium](https://img.shields.io/badge/Medium-View%20on%20Medium-red?logo=medium)](https://khuyentran1476.medium.com/) [![Daily Data Science Tips](https://img.shields.io/badge/Data%20Science%20Simplified-Daily%20Data%20Science%20Tips-green?logo=wordpress)](https://mathdatasimplified.com/) +[![View on GitHub](https://img.shields.io/badge/GitHub-View_on_GitHub-blue?logo=GitHub)](https://github.com/khuyentran1401/Data-science) [![View on Medium](https://img.shields.io/badge/Medium-View%20on%20Medium-blueviolet?logo=medium)](https://khuyentran1476.medium.com/) [![Daily Data Science Tips](https://img.shields.io/badge/Data%20Science%20Simplified-Daily%20Data%20Science%20Tips-green?logo=wordpress)](https://mathdatasimplified.com/) # [Data Science Topics](https://github.com/khuyentran1401/Data-science) Collection of useful data science topics along with code and articles in my [data science blog](https://medium.com/@khuyentran1476). @@ -49,10 +49,10 @@ git-lfs clone https://github.com/khuyentran1401/Data-science # MLOps -| Title | Article | Repository | Video -| ------------- |:-------------:| :-----:| :-----:| +| Title | Article | Repository | +| ------------- |:-------------:| :-----:| |Introduction to DVC: Data Version Control Tool for Machine Learning Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-dvc-data-version-control-tool-for-machine-learning-projects-7cb49c229fe0) | [πŸ”—](https://github.com/khuyentran1401/Machine-learning-pipeline) | -| Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-hydra-cc-a-powerful-framework-to-configure-your-data-science-projects-ed65713a53c6) | [πŸ”—](https://github.com/khuyentran1401/hydra_demo) | [πŸ”—](https://youtube.com/playlist?list=PLnK6m_JBRVNoPnqnVrWaYtZ2G4nFTnGze) +| Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-hydra-cc-a-powerful-framework-to-configure-your-data-science-projects-ed65713a53c6) | | Introduction to Weight & Biases: Track and Visualize your Machine Learning Experiments in 3 Lines of Code | [πŸ”—](https://towardsdatascience.com/introduction-to-weight-biases-track-and-visualize-your-machine-learning-experiments-in-3-lines-9c9553b0f99d) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/wandb_tracking) | Kedro β€” A Python Framework for Reproducible Data Science Project | [πŸ”—](https://towardsdatascience.com/kedro-a-python-framework-for-reproducible-data-science-project-4d44977d4f04) | [πŸ”—](https://github.com/khuyentran1401/kedro_demo) | Orchestrate a Data Science Project in Python With Prefect | [πŸ”—](https://towardsdatascience.com/orchestrate-a-data-science-project-in-python-with-prefect-e69c61a49074) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/prefect_example) @@ -62,9 +62,9 @@ git-lfs clone https://github.com/khuyentran1401/Data-science # Testing -| Title | Article | Repository | Video -| ------------- |:-------------:| :-----:| :-----:| -| Pytest for Data Scientists | [πŸ”—](https://towardsdatascience.com/pytest-for-data-scientists-2990319e55e6) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/pytest) | [πŸ”—](https://www.youtube.com/playlist?list=PLnK6m_JBRVNoYEer9hBmTNwkYB3gmbOPO) +| Title | Article | Repository | +| ------------- |:-------------:| :-----:| +| Pytest for Data Scientists | [πŸ”—](https://towardsdatascience.com/pytest-for-data-scientists-2990319e55e6) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/pytest) | 4 Lessor-Known Yet Awesome Tips forΒ Pytest | [πŸ”—](https://towardsdatascience.com/4-lessor-known-yet-awesome-tips-for-pytest-2117d8a62d9c) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/advanced_pytest) | Great Expectations: Always Know What to Expect From Your Data | [πŸ”—](https://towardsdatascience.com/great-expectations-always-know-what-to-expect-from-your-data-51214866c24) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/great_expectations_example) | Introduction to Schema: A Python Libary to Validate your Data | [πŸ”—](https://towardsdatascience.com/introduction-to-schema-a-python-libary-to-validate-your-data-c6d99e06d56a) | [πŸ”—](https://deepnote.com/launch?url=https://github.com/khuyentran1401/Data-science/blob/master/data_science_tools/schema.ipynb) From 6598f114856a45b28a0f14c16c3386f4f989d4a8 Mon Sep 17 00:00:00 2001 From: Khuyen Tran Date: Wed, 30 Mar 2022 14:25:40 -0500 Subject: [PATCH 4/6] Update README.md --- README.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index c6220dc..2c2c3af 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -[![View on GitHub](https://img.shields.io/badge/GitHub-View_on_GitHub-blue?logo=GitHub)](https://github.com/khuyentran1401/Data-science) [![View on Medium](https://img.shields.io/badge/Medium-View%20on%20Medium-blueviolet?logo=medium)](https://khuyentran1476.medium.com/) [![Daily Data Science Tips](https://img.shields.io/badge/Data%20Science%20Simplified-Daily%20Data%20Science%20Tips-green?logo=wordpress)](https://mathdatasimplified.com/) +[![View on GitHub](https://img.shields.io/badge/GitHub-View_on_GitHub-blue?logo=GitHub)](https://github.com/khuyentran1401/Data-science) [![View on Medium](https://img.shields.io/badge/Medium-View%20on%20Medium-blueviolet?logo=medium)](https://khuyentran1476.medium.com/) [![Daily Data Science Tips](https://img.shields.io/badge/Data%20Science%20Simplified-Daily%20Data%20Science%20Tips-green?logo=wordpress)](https://mathdatasimplified.com/) [![View on YouTube](https://img.shields.io/badge/YouTube-Watch%20on%20Youtube-red?logo=youtube)](https://www.youtube.com/channel/UCNMawpMow-lW5d2svGhOEbw) # [Data Science Topics](https://github.com/khuyentran1401/Data-science) Collection of useful data science topics along with code and articles in my [data science blog](https://medium.com/@khuyentran1476). @@ -49,10 +49,10 @@ git-lfs clone https://github.com/khuyentran1401/Data-science # MLOps -| Title | Article | Repository | -| ------------- |:-------------:| :-----:| +| Title | Article | Repository | Video +| ------------- |:-------------:| :-----:| :-----:| |Introduction to DVC: Data Version Control Tool for Machine Learning Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-dvc-data-version-control-tool-for-machine-learning-projects-7cb49c229fe0) | [πŸ”—](https://github.com/khuyentran1401/Machine-learning-pipeline) | -| Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-hydra-cc-a-powerful-framework-to-configure-your-data-science-projects-ed65713a53c6) | +| Introduction to Hydra.cc: A Powerful Framework to Configure your Data Science Projects | [πŸ”—](https://towardsdatascience.com/introduction-to-hydra-cc-a-powerful-framework-to-configure-your-data-science-projects-ed65713a53c6) | [πŸ”—](https://github.com/khuyentran1401/hydra_demo) | [πŸ”—](https://www.youtube.com/playlist?list=PLnK6m_JBRVNoPnqnVrWaYtZ2G4nFTnGze) | Introduction to Weight & Biases: Track and Visualize your Machine Learning Experiments in 3 Lines of Code | [πŸ”—](https://towardsdatascience.com/introduction-to-weight-biases-track-and-visualize-your-machine-learning-experiments-in-3-lines-9c9553b0f99d) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/wandb_tracking) | Kedro β€” A Python Framework for Reproducible Data Science Project | [πŸ”—](https://towardsdatascience.com/kedro-a-python-framework-for-reproducible-data-science-project-4d44977d4f04) | [πŸ”—](https://github.com/khuyentran1401/kedro_demo) | Orchestrate a Data Science Project in Python With Prefect | [πŸ”—](https://towardsdatascience.com/orchestrate-a-data-science-project-in-python-with-prefect-e69c61a49074) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/prefect_example) @@ -62,9 +62,9 @@ git-lfs clone https://github.com/khuyentran1401/Data-science # Testing -| Title | Article | Repository | -| ------------- |:-------------:| :-----:| -| Pytest for Data Scientists | [πŸ”—](https://towardsdatascience.com/pytest-for-data-scientists-2990319e55e6) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/pytest) +| Title | Article | Repository | Video +| ------------- |:-------------:| :-----:| :-----:| +| Pytest for Data Scientists | [πŸ”—](https://towardsdatascience.com/pytest-for-data-scientists-2990319e55e6) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/pytest) | [πŸ”—](https://www.youtube.com/playlist?list=PLnK6m_JBRVNoYEer9hBmTNwkYB3gmbOPO) | 4 Lessor-Known Yet Awesome Tips forΒ Pytest | [πŸ”—](https://towardsdatascience.com/4-lessor-known-yet-awesome-tips-for-pytest-2117d8a62d9c) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/advanced_pytest) | Great Expectations: Always Know What to Expect From Your Data | [πŸ”—](https://towardsdatascience.com/great-expectations-always-know-what-to-expect-from-your-data-51214866c24) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/great_expectations_example) | Introduction to Schema: A Python Libary to Validate your Data | [πŸ”—](https://towardsdatascience.com/introduction-to-schema-a-python-libary-to-validate-your-data-c6d99e06d56a) | [πŸ”—](https://deepnote.com/launch?url=https://github.com/khuyentran1401/Data-science/blob/master/data_science_tools/schema.ipynb) From e887f2666a476e94be7bc9c29f8b7f8729deee3b Mon Sep 17 00:00:00 2001 From: Khuyen Tran Date: Wed, 30 Mar 2022 21:13:05 -0500 Subject: [PATCH 5/6] Update README.md --- data_science_tools/pytest/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/data_science_tools/pytest/README.md b/data_science_tools/pytest/README.md index 7844939..5e8125b 100644 --- a/data_science_tools/pytest/README.md +++ b/data_science_tools/pytest/README.md @@ -1,2 +1,2 @@ -[![View on YouTube](https://img.shields.io/badge/YouTube-Watch%20on%20Youtube-red?logo=youtube)](https://www.youtube.com/channel/UCNMawpMow-lW5d2svGhOEbw) [![View on Medium](https://img.shields.io/badge/Medium-View%20on%20Medium-blue?logo=medium)](https://khuyentran1476.medium.com/) +[![View on YouTube](https://img.shields.io/badge/YouTube-Watch%20on%20Youtube-red?logo=youtube)](https://www.youtube.com/playlist?list=PLnK6m_JBRVNoYEer9hBmTNwkYB3gmbOPO) [![View on Medium](https://img.shields.io/badge/Medium-View%20on%20Medium-blue?logo=medium)](https://towardsdatascience.com/pytest-for-data-scientists-2990319e55e6) From d8b3718d312a22a0a1263f8e31f72a46c47f6e93 Mon Sep 17 00:00:00 2001 From: Khuyen Tran Date: Sat, 2 Apr 2022 08:38:11 -0500 Subject: [PATCH 6/6] Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 2c2c3af..5f8ee18 100644 --- a/README.md +++ b/README.md @@ -67,6 +67,7 @@ git-lfs clone https://github.com/khuyentran1401/Data-science | Pytest for Data Scientists | [πŸ”—](https://towardsdatascience.com/pytest-for-data-scientists-2990319e55e6) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/pytest) | [πŸ”—](https://www.youtube.com/playlist?list=PLnK6m_JBRVNoYEer9hBmTNwkYB3gmbOPO) | 4 Lessor-Known Yet Awesome Tips forΒ Pytest | [πŸ”—](https://towardsdatascience.com/4-lessor-known-yet-awesome-tips-for-pytest-2117d8a62d9c) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/advanced_pytest) | Great Expectations: Always Know What to Expect From Your Data | [πŸ”—](https://towardsdatascience.com/great-expectations-always-know-what-to-expect-from-your-data-51214866c24) | [πŸ”—](https://github.com/khuyentran1401/Data-science/tree/master/data_science_tools/great_expectations_example) +| Validate Your pandas DataFrame with Pandera | [πŸ”—](https://medium.com/towards-data-science/validate-your-pandas-dataframe-with-pandera-2995910e564) |[πŸ”—](https://github.com/khuyentran1401/Data-science/blob/master/data_science_tools/pandera_example/pandera.ipynb) | Introduction to Schema: A Python Libary to Validate your Data | [πŸ”—](https://towardsdatascience.com/introduction-to-schema-a-python-libary-to-validate-your-data-c6d99e06d56a) | [πŸ”—](https://deepnote.com/launch?url=https://github.com/khuyentran1401/Data-science/blob/master/data_science_tools/schema.ipynb) | DeepDiff β€” Recursively Find and Ignore Trivial Differences Using Python | [πŸ”—](https://towardsdatascience.com/deepdiff-recursively-find-and-ignore-trivial-differences-using-python-231a5524f41d) | [πŸ”—](https://github.com/khuyentran1401/Data-science/blob/master/productive_tools/deepdiff_example.ipynb) | Checklist β€” Behavioral Testing of NLP Models | [πŸ”—](https://towardsdatascience.com/checklist-behavioral-testing-of-nlp-models-491cf11f0238) | [πŸ”—](https://github.com/khuyentran1401/Data-science/blob/master/nlp/checklist/checklist_examples.ipynb)