{"componentChunkName":"component---src-templates-tag-page-tsx","path":"/tags/best-practices","result":{"data":{"posts":{"edges":[{"node":{"id":"cf266f69-9597-5761-9b86-2415dfc97166","timeToRead":4,"fields":{"slug":"/ml-best-practices-in-pytorch-dev-conf-2018"},"frontmatter":{"date":"Oct 18, 2018","title":"ML best practices in PyTorch dev conf 2018","description":"In the Machine Learning (ML) field tools and techniques for best practices are\njust starting to be developed.\n","descriptionLong":"In the Machine Learning (ML) field tools and techniques for best practices are\njust starting to be developed. At the PyTorch developer conference (PTDC-18),\nseveral speakers including Jerome Pesenti, VP of AI from Facebook and Andrej\nKarpathy, Director of Tesla AI spoke about best practices for machine learning\ndevelopment.\n","picture":{"childImageSharp":{"big":{"base64":"data:image/jpeg;base64,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","aspectRatio":1.4424778761061947,"src":"/static/7061178e7cd6ed95ec7462961575b6f6/add49/post-image.jpg","srcSet":"/static/7061178e7cd6ed95ec7462961575b6f6/3df80/post-image.jpg 163w,\n/static/7061178e7cd6ed95ec7462961575b6f6/57a0b/post-image.jpg 325w,\n/static/7061178e7cd6ed95ec7462961575b6f6/add49/post-image.jpg 650w,\n/static/7061178e7cd6ed95ec7462961575b6f6/495f3/post-image.jpg 975w,\n/static/7061178e7cd6ed95ec7462961575b6f6/a7d89/post-image.jpg 1300w,\n/static/7061178e7cd6ed95ec7462961575b6f6/910f3/post-image.jpg 1782w","srcWebp":"/static/7061178e7cd6ed95ec7462961575b6f6/5aea1/post-image.webp","srcSetWebp":"/static/7061178e7cd6ed95ec7462961575b6f6/9c307/post-image.webp 163w,\n/static/7061178e7cd6ed95ec7462961575b6f6/5bc09/post-image.webp 325w,\n/static/7061178e7cd6ed95ec7462961575b6f6/5aea1/post-image.webp 650w,\n/static/7061178e7cd6ed95ec7462961575b6f6/42689/post-image.webp 975w,\n/static/7061178e7cd6ed95ec7462961575b6f6/91f06/post-image.webp 1300w,\n/static/7061178e7cd6ed95ec7462961575b6f6/8aee7/post-image.webp 1782w","sizes":"(max-width: 650px) 100vw, 650px"},"small":{"base64":"data:image/jpeg;base64,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","aspectRatio":1.1904761904761905,"src":"/static/7061178e7cd6ed95ec7462961575b6f6/d24a2/post-image.jpg","srcSet":"/static/7061178e7cd6ed95ec7462961575b6f6/56e0e/post-image.jpg 75w,\n/static/7061178e7cd6ed95ec7462961575b6f6/8d1ea/post-image.jpg 150w,\n/static/7061178e7cd6ed95ec7462961575b6f6/d24a2/post-image.jpg 300w,\n/static/7061178e7cd6ed95ec7462961575b6f6/27863/post-image.jpg 450w,\n/static/7061178e7cd6ed95ec7462961575b6f6/fe232/post-image.jpg 600w,\n/static/7061178e7cd6ed95ec7462961575b6f6/175ed/post-image.jpg 1782w","srcWebp":"/static/7061178e7cd6ed95ec7462961575b6f6/0e65a/post-image.webp","srcSetWebp":"/static/7061178e7cd6ed95ec7462961575b6f6/f6064/post-image.webp 75w,\n/static/7061178e7cd6ed95ec7462961575b6f6/63211/post-image.webp 150w,\n/static/7061178e7cd6ed95ec7462961575b6f6/0e65a/post-image.webp 300w,\n/static/7061178e7cd6ed95ec7462961575b6f6/20830/post-image.webp 450w,\n/static/7061178e7cd6ed95ec7462961575b6f6/259ad/post-image.webp 600w,\n/static/7061178e7cd6ed95ec7462961575b6f6/a4c0a/post-image.webp 1782w","sizes":"(max-width: 300px) 100vw, 300px"}}},"author":{"childMarkdownRemark":{"frontmatter":{"name":"Dmitry Petrov","avatar":{"childImageSharp":{"fixed":{"base64":"data:image/png;base64,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","width":40,"height":40,"src":"/static/77b5dd3dd92976d1bfd5b3f8a8c6fa01/4d3a4/dmitry_petrov.png","srcSet":"/static/77b5dd3dd92976d1bfd5b3f8a8c6fa01/4d3a4/dmitry_petrov.png 1x,\n/static/77b5dd3dd92976d1bfd5b3f8a8c6fa01/4c8bc/dmitry_petrov.png 1.5x,\n/static/77b5dd3dd92976d1bfd5b3f8a8c6fa01/c0e17/dmitry_petrov.png 2x","srcWebp":"/static/77b5dd3dd92976d1bfd5b3f8a8c6fa01/e145b/dmitry_petrov.webp","srcSetWebp":"/static/77b5dd3dd92976d1bfd5b3f8a8c6fa01/e145b/dmitry_petrov.webp 1x,\n/static/77b5dd3dd92976d1bfd5b3f8a8c6fa01/0d42c/dmitry_petrov.webp 1.5x,\n/static/77b5dd3dd92976d1bfd5b3f8a8c6fa01/f46db/dmitry_petrov.webp 2x"}}}}}}}}},{"node":{"id":"c8fa7dff-46a0-5a96-89a3-7f3033768ca3","timeToRead":10,"fields":{"slug":"/best-practices-of-orchestrating-python-and-r-code-in-ml-projects"},"frontmatter":{"date":"Sep 26, 2017","title":"Best practices of orchestrating Python and R code in ML projects","description":"What is the best way to integrate R and Python languages in one data science\nproject? What are the best practices?\n","descriptionLong":"Today, data scientists are generally divided among two languages — some prefer\nR, some prefer Python. I will try to find an answer to a question: “What is\nthe best way to integrate both languages in one data science project? What are\nthe best practices?”\n","picture":{"childImageSharp":{"big":{"base64":"data:image/jpeg;base64,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","aspectRatio":1.4424778761061947,"src":"/static/11e326249ba3e8223ebe073afdc81f9b/add49/post-image.jpg","srcSet":"/static/11e326249ba3e8223ebe073afdc81f9b/3df80/post-image.jpg 163w,\n/static/11e326249ba3e8223ebe073afdc81f9b/57a0b/post-image.jpg 325w,\n/static/11e326249ba3e8223ebe073afdc81f9b/add49/post-image.jpg 650w,\n/static/11e326249ba3e8223ebe073afdc81f9b/495f3/post-image.jpg 975w,\n/static/11e326249ba3e8223ebe073afdc81f9b/a7d89/post-image.jpg 1300w,\n/static/11e326249ba3e8223ebe073afdc81f9b/584fb/post-image.jpg 2048w","srcWebp":"/static/11e326249ba3e8223ebe073afdc81f9b/5aea1/post-image.webp","srcSetWebp":"/static/11e326249ba3e8223ebe073afdc81f9b/9c307/post-image.webp 163w,\n/static/11e326249ba3e8223ebe073afdc81f9b/5bc09/post-image.webp 325w,\n/static/11e326249ba3e8223ebe073afdc81f9b/5aea1/post-image.webp 650w,\n/static/11e326249ba3e8223ebe073afdc81f9b/42689/post-image.webp 975w,\n/static/11e326249ba3e8223ebe073afdc81f9b/91f06/post-image.webp 1300w,\n/static/11e326249ba3e8223ebe073afdc81f9b/d444d/post-image.webp 2048w","sizes":"(max-width: 650px) 100vw, 650px"},"small":{"base64":"data:image/jpeg;base64,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","aspectRatio":1.1904761904761905,"src":"/static/11e326249ba3e8223ebe073afdc81f9b/d24a2/post-image.jpg","srcSet":"/static/11e326249ba3e8223ebe073afdc81f9b/56e0e/post-image.jpg 75w,\n/static/11e326249ba3e8223ebe073afdc81f9b/8d1ea/post-image.jpg 150w,\n/static/11e326249ba3e8223ebe073afdc81f9b/d24a2/post-image.jpg 300w,\n/static/11e326249ba3e8223ebe073afdc81f9b/27863/post-image.jpg 450w,\n/static/11e326249ba3e8223ebe073afdc81f9b/fe232/post-image.jpg 600w,\n/static/11e326249ba3e8223ebe073afdc81f9b/32eae/post-image.jpg 2048w","srcWebp":"/static/11e326249ba3e8223ebe073afdc81f9b/0e65a/post-image.webp","srcSetWebp":"/static/11e326249ba3e8223ebe073afdc81f9b/f6064/post-image.webp 75w,\n/static/11e326249ba3e8223ebe073afdc81f9b/63211/post-image.webp 150w,\n/static/11e326249ba3e8223ebe073afdc81f9b/0e65a/post-image.webp 300w,\n/static/11e326249ba3e8223ebe073afdc81f9b/20830/post-image.webp 450w,\n/static/11e326249ba3e8223ebe073afdc81f9b/259ad/post-image.webp 600w,\n/static/11e326249ba3e8223ebe073afdc81f9b/87020/post-image.webp 2048w","sizes":"(max-width: 300px) 100vw, 300px"}}},"author":{"childMarkdownRemark":{"frontmatter":{"name":"Marija Ilić","avatar":{"childImageSharp":{"fixed":{"base64":"data:image/png;base64,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","width":40,"height":40,"src":"/static/9add844328fd47c78f5df2bdfe1c56a3/4d3a4/marija_ilic.png","srcSet":"/static/9add844328fd47c78f5df2bdfe1c56a3/4d3a4/marija_ilic.png 1x,\n/static/9add844328fd47c78f5df2bdfe1c56a3/4c8bc/marija_ilic.png 1.5x,\n/static/9add844328fd47c78f5df2bdfe1c56a3/c0e17/marija_ilic.png 2x","srcWebp":"/static/9add844328fd47c78f5df2bdfe1c56a3/e145b/marija_ilic.webp","srcSetWebp":"/static/9add844328fd47c78f5df2bdfe1c56a3/e145b/marija_ilic.webp 1x,\n/static/9add844328fd47c78f5df2bdfe1c56a3/0d42c/marija_ilic.webp 1.5x,\n/static/9add844328fd47c78f5df2bdfe1c56a3/f46db/marija_ilic.webp 2x"}}}}}}}}},{"node":{"id":"71804b8a-8af6-5736-b558-fdf6f724c4af","timeToRead":12,"fields":{"slug":"/ml-model-ensembling-with-fast-iterations"},"frontmatter":{"date":"Aug 23, 2017","title":"ML Model Ensembling with Fast Iterations","description":"Here we'll talk about tools that help tackling common technical challenges of\nbuilding pipelines for the ensemble learning.\n","descriptionLong":"In many real-world Machine Learning projects, there is a need to ensemble\ncomplex models as well as maintain pipelines. As we will demonstrate, DVC is a\ngood tool that helps tackling common technical challenges of building\npipelines for the ensemble learning.\n","picture":{"childImageSharp":{"big":{"base64":"data:image/png;base64,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","aspectRatio":1.4424778761061947,"src":"/static/3b64f2fc12bafbf137cc1d329f611ec5/1d319/post-image.png","srcSet":"/static/3b64f2fc12bafbf137cc1d329f611ec5/cc361/post-image.png 163w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/2b069/post-image.png 325w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/1d319/post-image.png 650w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/2d07d/post-image.png 975w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/1433b/post-image.png 1300w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/9f6a0/post-image.png 1920w","srcWebp":"/static/3b64f2fc12bafbf137cc1d329f611ec5/5aea1/post-image.webp","srcSetWebp":"/static/3b64f2fc12bafbf137cc1d329f611ec5/9c307/post-image.webp 163w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/5bc09/post-image.webp 325w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/5aea1/post-image.webp 650w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/42689/post-image.webp 975w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/91f06/post-image.webp 1300w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/a3a68/post-image.webp 1920w","sizes":"(max-width: 650px) 100vw, 650px"},"small":{"base64":"data:image/png;base64,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","aspectRatio":1.1904761904761905,"src":"/static/3b64f2fc12bafbf137cc1d329f611ec5/c9268/post-image.png","srcSet":"/static/3b64f2fc12bafbf137cc1d329f611ec5/9ae19/post-image.png 75w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/cf111/post-image.png 150w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/c9268/post-image.png 300w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/9fa80/post-image.png 450w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/ff849/post-image.png 600w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/9beb0/post-image.png 1920w","srcWebp":"/static/3b64f2fc12bafbf137cc1d329f611ec5/0e65a/post-image.webp","srcSetWebp":"/static/3b64f2fc12bafbf137cc1d329f611ec5/f6064/post-image.webp 75w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/63211/post-image.webp 150w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/0e65a/post-image.webp 300w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/20830/post-image.webp 450w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/259ad/post-image.webp 600w,\n/static/3b64f2fc12bafbf137cc1d329f611ec5/91871/post-image.webp 1920w","sizes":"(max-width: 300px) 100vw, 300px"}}},"author":{"childMarkdownRemark":{"frontmatter":{"name":"George Vyshnya","avatar":{"childImageSharp":{"fixed":{"base64":"data:image/jpeg;base64,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","width":40,"height":40,"src":"/static/226395429650b032ac92f5ecf1410e9b/d83e5/george_vyshnya.jpg","srcSet":"/static/226395429650b032ac92f5ecf1410e9b/d83e5/george_vyshnya.jpg 1x,\n/static/226395429650b032ac92f5ecf1410e9b/58860/george_vyshnya.jpg 1.5x,\n/static/226395429650b032ac92f5ecf1410e9b/90ac5/george_vyshnya.jpg 2x","srcWebp":"/static/226395429650b032ac92f5ecf1410e9b/e145b/george_vyshnya.webp","srcSetWebp":"/static/226395429650b032ac92f5ecf1410e9b/e145b/george_vyshnya.webp 1x,\n/static/226395429650b032ac92f5ecf1410e9b/0d42c/george_vyshnya.webp 1.5x,\n/static/226395429650b032ac92f5ecf1410e9b/f46db/george_vyshnya.webp 2x"}}}}}}}}}]}},"pageContext":{"tag":"Best Practices","limit":9,"skip":0,"pageInfo":{"currentPage":1,"hasNext":false,"hasPrevious":false,"basePath":"/tags/best-practices"}}}}