1. [Home](https://www.g2.com/) 2. ... 3. [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) 4. [neptune.ai Discussions](https://www.g2.com/products/neptune-ai/discuss) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_39dc2fedd812f1740660d86ed44e321a/neptune-ai.jpg "Product Avatar Image") ](/products/neptune-ai/reviews) [ neptune.ai ](/products/neptune-ai/reviews) 0 ratings Experiment tracker purpose-built for foundation model training. With Neptune, you can monitor thousands of per-layer metrics—losses, gradients, and activations—at any scale. Visualize them with no lag and no missed spikes. Drill down into logs and debug training issues fast. Keep your model training stable while reducing wasted GPU cycles. Show More * * * ### 72.0 Nps Score Already have neptune.ai? ### All neptune.ai Discussions Search Most CommentedMost HelpfulPinned by G2Newest All DiscussionsDiscussions with CommentsPinned by G2Discussions without Comments FilterFilter Filter byExpand/Collapse Sort by Most Commented Most Helpful Pinned by G2 Newest Filter by All Discussions Discussions with Comments Pinned by G2 Discussions without Comments ![Pinned by G2 as a common question](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pinned by G2 as a common question") G2 Pinned by G2 as a common question • over 3 years ago More Options - [ # Is MLOps open source? ](/discussions/neptune-ai-is-mlops-open-source) Is MLOps open source? [ AI & Machine Learning Operationalization (MLOps) Software ](https://www.g2.com/tags/ai-amp-machine-learning-operationalization-mlops-software) * * * \<0\>0\>Upvotes * * * 0 Comments [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.&title=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") ![Pinned by G2 as a common question](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pinned by G2 as a common question") G2 Pinned by G2 as a common question • over 3 years ago More Options - [ # Is MLOps open source? ](/discussions/is-mlops-open-source) Is MLOps open source? [ AI & Machine Learning Operationalization (MLOps) Software ](https://www.g2.com/tags/ai-amp-machine-learning-operationalization-mlops-software) * * * \<0\>0\>Upvotes * * * 0 Comments [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.&title=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") ![Pinned by G2 as a common question](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pinned by G2 as a common question") G2 Pinned by G2 as a common question • almost 4 years ago More Options - [ # Which software is used for machine learning projects? ](/discussions/which-software-is-used-for-machine-learning-projects) Which software is used for machine learning projects? [ AI & Machine Learning Operationalization (MLOps) Software ](https://www.g2.com/tags/ai-amp-machine-learning-operationalization-mlops-software) * * * \<0\>0\>Upvotes * * * 0 Comments [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.&title=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") ![Pinned by G2 as a common question](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pinned by G2 as a common question") G2 Pinned by G2 as a common question • about 4 years ago More Options - [ # What are the MLOps tools? ](/discussions/what-are-the-mlops-tools) What are the MLOps tools? [ AI & Machine Learning Operationalization (MLOps) Software ](https://www.g2.com/tags/ai-amp-machine-learning-operationalization-mlops-software) * * * \<0\>0\>Upvotes * * * 1 Comment [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.&title=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") ![Pinned by G2 as a common question](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pinned by G2 as a common question") G2 Pinned by G2 as a common question • over 4 years ago More Options - [ # What is Neptune AI? ](/discussions/what-is-neptune-ai) What is Neptune AI? [ AI & Machine Learning Operationalization (MLOps) Software ](https://www.g2.com/tags/ai-amp-machine-learning-operationalization-mlops-software) * * * \<0\>0\>Upvotes * * * 0 Comments [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Ask+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.&title=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=neptune.ai+Discussions+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=neptune.ai+Discussions+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%0aAsk+neptune.ai+questions+and+get+answers+from+expert+users+in+our+neptune.ai+Discussions+section.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") ## Start a New Software Discussion Have a software question? Get answers from real users and experts [Start A Discussion](/products/neptune-ai/discussions/new) * * * ![Product Avatar Image](https://images.g2crowd.com/uploads/product/hd_favicon/74d5190ac80b1518be3046af3a6467c4/neptune-ai.svg "Product Avatar Image") ### Have you used neptune.ai before? Answer a few questions to help the neptune.ai community [ Yes ](javascript:void(0))[ Yes ](https://www.g2.com/authorize?form=signup&return_to=https%3A%2F%2Fwww.g2.com%2Fproducts%2Fneptune-ai%2Fdiscuss%3Fsmall_ask%3Dneptune-ai) No