# Show the Community! **URL:** https://community.wandb.ai/c/show-the-community/43.md [Latest](https://community.wandb.ai/latest.md) · [Categories](https://community.wandb.ai/categories.md) · [Tags](https://community.wandb.ai/tags.md) --- ## [How to contribute!](https://community.wandb.ai/t/how-to-contribute/2292)
**Author:** [@\_scott](https://community.wandb.ai/u/_scott)\ **Replies:** 0\ **Last updated:** [April 21, 2022, 10:07am UTC](https://community.wandb.ai/t/how-to-contribute/2292 "2022-04-21T10:07:26Z")
Hello and welcome to the W&B community! We love showcasing the amazing work done on top of W&B. If you want to contribute but don’t know where to start, here are some things that other community members love to see: Id… --- ## [Say hi & share your MLOps horror stories! 🧟‍♂️](https://community.wandb.ai/t/say-hi-share-your-mlops-horror-stories/20)
**Author:** [@angelicapan](https://community.wandb.ai/u/angelicapan)\ **Replies:** 132\ **Last updated:** [May 27, 2025, 7:36pm UTC](https://community.wandb.ai/t/say-hi-share-your-mlops-horror-stories/20 "2025-05-27T19:36:04Z")
Introduce yourself and share a little about what you’re working on! Not sure what to say? Here are some suggestions: :man\_zombie:— Your MLOps horror stories (oooh… spooky lack of reproducibility!) :magic\_wand: — Wha… --- ## [Understanding Evaluation & Debugging Needs for LLM Pipelines - Introducing Vero (Early, Open Source)](https://community.wandb.ai/t/understanding-evaluation-debugging-needs-for-llm-pipelines-introducing-vero-early-open-source/18144)
**Author:** [@alakhagr](https://community.wandb.ai/u/alakhagr)\ **Replies:** 0\ **Last updated:** [November 15, 2025, 2:44pm UTC](https://community.wandb.ai/t/understanding-evaluation-debugging-needs-for-llm-pipelines-introducing-vero-early-open-source/18144 "2025-11-15T14:44:06Z")
Hey everyone, I’m exploring a direction around evaluating failure modes in LLM pipelines (agents, RAG), and would love to get feedback from the community. I’ve started building an early open-source tool called Vero to … --- ## [Building Smarter AI: How Are You Training Your Models?](https://community.wandb.ai/t/building-smarter-ai-how-are-you-training-your-models/18141)
**Author:** [@arshnsfwcoders](https://community.wandb.ai/u/arshnsfwcoders)\ **Replies:** 0\ **Last updated:** [November 11, 2025, 11:56am UTC](https://community.wandb.ai/t/building-smarter-ai-how-are-you-training-your-models/18141 "2025-11-11T11:56:21Z")
Hey folks! I work at NSFW Coders, and our team is currently diving deep into AI model training — experimenting with ways to make models smarter, faster, and more efficient. We’ve been playing around with different datas… --- ## [Exploring Candy AI Clone: The Future of Personalized AI Companions](https://community.wandb.ai/t/exploring-candy-ai-clone-the-future-of-personalized-ai-companions/18140)
**Author:** [@emilygminds](https://community.wandb.ai/u/emilygminds)\ **Replies:** 0\ **Last updated:** [November 10, 2025, 5:19am UTC](https://community.wandb.ai/t/exploring-candy-ai-clone-the-future-of-personalized-ai-companions/18140 "2025-11-10T05:19:34Z")
Hi everyone, I work with Triple Minds, a team deeply involved in next-generation AI innovation. Recently, we’ve been exploring the capabilities of the Candy AI Clone — an advanced conversational AI that’s changing how us… --- ## [Want to Learn from the Community About Generative AI Projects](https://community.wandb.ai/t/want-to-learn-from-the-community-about-generative-ai-projects/18101)
**Author:** [@luiisaweber](https://community.wandb.ai/u/luiisaweber)\ **Replies:** 0\ **Last updated:** [August 23, 2025, 9:21am UTC](https://community.wandb.ai/t/want-to-learn-from-the-community-about-generative-ai-projects/18101 "2025-08-23T09:21:25Z")
Hey everyone , I have been spending a lot of time reading about AI projects and the cool ways people are experimenting with them. I thought this would be the right place to share my thoughts & also hear from you all abo… --- ## [I want Tips on Using W&B for AI Model Tracking](https://community.wandb.ai/t/i-want-tips-on-using-w-b-for-ai-model-tracking/18066)
**Author:** [@luiisaweber](https://community.wandb.ai/u/luiisaweber)\ **Replies:** 0\ **Last updated:** [August 14, 2025, 5:38pm UTC](https://community.wandb.ai/t/i-want-tips-on-using-w-b-for-ai-model-tracking/18066 "2025-08-14T17:38:10Z")
Hey everyone , I am new to Weights & Biases and still figuring out how to make the most of it for my AI projects. I have been running some computer vision experiments & I really such as the way W&B tracks runs metrics a… --- ## [ActivePerl-5.40 Build Error:DBD-mysql](https://community.wandb.ai/t/activeperl-5-40-build-error-dbd-mysql/17027)
**Author:** [@roseancurie](https://community.wandb.ai/u/roseancurie)\ **Replies:** 0\ **Last updated:** [May 27, 2025, 10:37pm UTC](https://community.wandb.ai/t/activeperl-5-40-build-error-dbd-mysql/17027 "2025-05-27T22:37:37Z")
I build the perl 5.36 and 5.40, and try to add the DBD-mysql models with some versions, but they are all failed, it has bothered me a long time, how to fix this bug? --- ## [The Rise of SAP in the Digital Age](https://community.wandb.ai/t/the-rise-of-sap-in-the-digital-age/6442)
**Author:** [@syevale111](https://community.wandb.ai/u/syevale111)\ **Replies:** 0\ **Last updated:** [April 18, 2024, 9:06am UTC](https://community.wandb.ai/t/the-rise-of-sap-in-the-digital-age/6442 "2024-04-18T09:06:47Z")
SAP has emerged as a cornerstone of digital transformation, empowering organizations to streamline operations, optimize processes, and unlock new opportunities for growth. From finance and supply chain management to cust… --- ## [A good way to run wandb.log() many times in one epoch](https://community.wandb.ai/t/a-good-way-to-run-wandb-log-many-times-in-one-epoch/5736)
**Author:** [@miao-zhang-bosch](https://community.wandb.ai/u/miao-zhang-bosch)\ **Replies:** 0\ **Last updated:** [January 17, 2024, 8:50am UTC](https://community.wandb.ai/t/a-good-way-to-run-wandb-log-many-times-in-one-epoch/5736 "2024-01-17T08:50:23Z")
Hello Folks, I recently start to use wandb in my work. I tried to run wandb.log() many times in a single epoch with different intervals. It can cause error easily when the steps is not consistent with the internal curren… --- ## [Creating a Fashion Recommender System](https://community.wandb.ai/t/creating-a-fashion-recommender-system/965)
**Author:** [@talha\_darrxscale](https://community.wandb.ai/u/talha_darrxscale)\ **Replies:** 5\ **Last updated:** [December 27, 2023, 8:13am UTC](https://community.wandb.ai/t/creating-a-fashion-recommender-system/965 "2023-12-27T08:13:27Z")
I m now developing a Fashion recommender system that has Four phases Detector the task of the detector to detect objects in the input image and then pass the detected objects to the classification model. Category … --- ## [What are the essential steps in creating stunning 3D animations?](https://community.wandb.ai/t/what-are-the-essential-steps-in-creating-stunning-3d-animations/4994)
**Author:** [@dunphyjay5](https://community.wandb.ai/u/dunphyjay5)\ **Replies:** 1\ **Last updated:** [October 14, 2023, 6:50am UTC](https://community.wandb.ai/t/what-are-the-essential-steps-in-creating-stunning-3d-animations/4994 "2023-10-14T06:50:18Z")
Creating stunning 3D animations involves a methodical journey through several essential phases. It all begins with conceptualization, where a clear narrative and visual style are established to lay the foundation for the… --- ## [Step vs Global step in wandb watch](https://community.wandb.ai/t/step-vs-global-step-in-wandb-watch/1943)
**Author:** [@insane\_gupta](https://community.wandb.ai/u/insane_gupta)\ **Replies:** 2\ **Last updated:** [August 29, 2023, 7:01pm UTC](https://community.wandb.ai/t/step-vs-global-step-in-wandb-watch/1943 "2023-08-29T19:01:43Z")
Hi, I’m new to using WandB (enjoying it so far :)). Could someone point me to a resource where I can read up the difference between Trainer global step and step? Specifically, I’m trying to view my model gradients usin… --- ## [LLM experimentation management and tracking using HuggingFace and Weights and Bias](https://community.wandb.ai/t/llm-experimentation-management-and-tracking-using-huggingface-and-weights-and-bias/4852)
**Author:** [@anindya](https://community.wandb.ai/u/anindya)\ **Replies:** 0\ **Last updated:** [August 5, 2023, 3:41am UTC](https://community.wandb.ai/t/llm-experimentation-management-and-tracking-using-huggingface-and-weights-and-bias/4852 "2023-08-05T03:41:40Z")
Fine tuning LLMs for domain specific tasks like classification (one some private dataset) is not easy. We have to understand lot of concepts and it I have struggled a lot to find a proper way to fine tune and evaluate ou… --- ## [Integrating W&B with UbiOps to transform your best models in production-grade products!](https://community.wandb.ai/t/integrating-w-b-with-ubiops-to-transform-your-best-models-in-production-grade-products/4032)
**Author:** [@kvanbezouw-ubiops](https://community.wandb.ai/u/kvanbezouw-ubiops)\ **Replies:** 0\ **Last updated:** [March 8, 2023, 12:07pm UTC](https://community.wandb.ai/t/integrating-w-b-with-ubiops-to-transform-your-best-models-in-production-grade-products/4032 "2023-03-08T12:07:17Z")
Hi all! We have created an integration between W&B and UbiOps. Weights and Biases is used for the experiment tracking of your training jobs, which allows you to carefully select your best model. The MLOps platform UbiOp… --- ## [Using W&B with dstack ML pipelines](https://community.wandb.ai/t/using-w-b-with-dstack-ml-pipelines/3985)
**Author:** [@cheptsov](https://community.wandb.ai/u/cheptsov)\ **Replies:** 0\ **Last updated:** [March 2, 2023, 1:50pm UTC](https://community.wandb.ai/t/using-w-b-with-dstack-ml-pipelines/3985 "2023-03-02T13:50:46Z")
We have written a tutorial on how to use W&B with dstack, an OSS tool to build reproducible ML pipelines. By combining them together, you can conveniently run ML pipelines independently of the cloud provider (AWS/GCP/Az… --- ## [Taking FastAI to Production](https://community.wandb.ai/t/taking-fastai-to-production/1705)
**Author:** [@aadil](https://community.wandb.ai/u/aadil)\ **Replies:** 3\ **Last updated:** [March 1, 2023, 4:55pm UTC](https://community.wandb.ai/t/taking-fastai-to-production/1705 "2023-03-01T16:55:49Z")
Taking FastAI to Production A short guide to deploying FastAI model on Nvidia Trition Server What is FastAI? FastAI was released with a very funny tag line “Making neural nets uncool again”. It offers a high-level API to… --- ## [How much time it will take to learn English?](https://community.wandb.ai/t/how-much-time-it-will-take-to-learn-english/3941)
**Author:** [@sevenmentor44](https://community.wandb.ai/u/sevenmentor44)\ **Replies:** 0\ **Last updated:** [February 24, 2023, 12:17pm UTC](https://community.wandb.ai/t/how-much-time-it-will-take-to-learn-english/3941 "2023-02-24T12:17:31Z")
Improving English speaking skills can be a challenging task, but with consistent practice and dedication, it is achievable. Here are some tips that can help you improve your English speaking abilities: Practice, practic… --- ## [Will UI UX be replaced by AI](https://community.wandb.ai/t/will-ui-ux-be-replaced-by-ai/3901)
**Author:** [@wonifep241](https://community.wandb.ai/u/wonifep241)\ **Replies:** 0\ **Last updated:** [February 17, 2023, 7:43am UTC](https://community.wandb.ai/t/will-ui-ux-be-replaced-by-ai/3901 "2023-02-17T07:43:26Z")
AI-generated images are unlikely to totally replace user experience (UX) and interface (UI) designers in the foreseeable future. The creativity and problem-solving skills of human UX designers cannot be totally duplicate… --- ## [Just saying hi](https://community.wandb.ai/t/just-saying-hi/3787)
**Author:** [@facturation](https://community.wandb.ai/u/facturation)\ **Replies:** 1\ **Last updated:** [January 31, 2023, 7:04pm UTC](https://community.wandb.ai/t/just-saying-hi/3787 "2023-01-31T19:04:57Z")
Really not a tech person. Find the forums confusing so am trying to post to see where exactly it will show… please delete if this is inappropriate :-/ --- ## [Using Fugue Tune + W&B + Coiled for hybrid distributed hyperparameter tuning (Scipy 2022 talk)](https://community.wandb.ai/t/using-fugue-tune-w-b-coiled-for-hybrid-distributed-hyperparameter-tuning-scipy-2022-talk/2752)
**Author:** [@goodwanghan](https://community.wandb.ai/u/goodwanghan)\ **Replies:** 1\ **Last updated:** [August 16, 2022, 5:18pm UTC](https://community.wandb.ai/t/using-fugue-tune-w-b-coiled-for-hybrid-distributed-hyperparameter-tuning-scipy-2022-talk/2752 "2022-08-16T17:18:16Z")
Hello, Jun Liu will present a new approach for HPO at this year’s Scipy conference. https://www.scipy2022.scipy.org/update-conference-schedule We will be using W&B to track results on the demos of the talk. --- ## [\[Paper\] APP: Anytime Progressive Pruning](https://community.wandb.ai/t/paper-app-anytime-progressive-pruning/2550)
**Author:** [@xa9ax](https://community.wandb.ai/u/xa9ax)\ **Replies:** 0\ **Last updated:** [June 4, 2022, 5:07am UTC](https://community.wandb.ai/t/paper-app-anytime-progressive-pruning/2550 "2022-06-04T05:07:05Z")
Hello all. I recently had the fortune of working with VITA, UT-Austin on a very exciting paper - APP: Anytime Progressive Pruning where we propose a new progressive pruning framework in ALMA regime that we call APP. We… --- ## [HuggingFace 🤗 is all you need for NLP and beyond \[BLOG\]](https://community.wandb.ai/t/huggingface-is-all-you-need-for-nlp-and-beyond-blog/2502)
**Author:** [@gladiator](https://community.wandb.ai/u/gladiator)\ **Replies:** 0\ **Last updated:** [May 28, 2022, 4:42am UTC](https://community.wandb.ai/t/huggingface-is-all-you-need-for-nlp-and-beyond-blog/2502 "2022-05-28T04:42:35Z")
Hello everyone! Released a blog on the HuggingFace ecosystem where I have shown how to use and customize :hugs: datasets and :hugs: Trainer for all of your NLP problems. Contents of the blog: :hugs: datasets and … --- ## [Logging YOLOX training and picking best models with W&B](https://community.wandb.ai/t/logging-yolox-training-and-picking-best-models-with-w-b/2400)
**Author:** [@dnth](https://community.wandb.ai/u/dnth)\ **Replies:** 1\ **Last updated:** [May 12, 2022, 3:43pm UTC](https://community.wandb.ai/t/logging-yolox-training-and-picking-best-models-with-w-b/2400 "2022-05-12T15:43:20Z")
Sharing a recent Tweet and blog post on how to log the training metrics for YOLOX models on W&B and pick the right model. Link to Tweet: https://twitter.com/dicksonneoh7/status/1524263903298940928 Link to Blog: See How… --- ## [How to synchronize the steps visualized for images](https://community.wandb.ai/t/how-to-synchronize-the-steps-visualized-for-images/1535)
**Author:** [@yoonho94-na](https://community.wandb.ai/u/yoonho94-na)\ **Replies:** 1\ **Last updated:** [April 22, 2022, 5:01pm UTC](https://community.wandb.ai/t/how-to-synchronize-the-steps-visualized-for-images/1535 "2022-04-22T17:01:09Z")
Hello, I have question about visualizing image with wandb. I want to visualize the images within the same step I am using the code below. fake = wandb.Image(x\_fake\[0\]) real = wandb.Image(target\[0\]) wandb.l… --- ## [PaddlePaddle integration](https://community.wandb.ai/t/paddlepaddle-integration/2085)
**Author:** [@tampe125](https://community.wandb.ai/u/tampe125)\ **Replies:** 1\ **Last updated:** [April 21, 2022, 4:58am UTC](https://community.wandb.ai/t/paddlepaddle-integration/2085 "2022-04-21T04:58:39Z")
Hello, I’m currently working with PaddlePaddle framework (specifically with PaddleOCR) and I’d wish to track my training. Is there any integration available with that framework? If not, any suggestions on how to have a… --- ## [Creating a Movie Recommender](https://community.wandb.ai/t/creating-a-movie-recommender/190)
**Author:** [@ravimashru](https://community.wandb.ai/u/ravimashru)\ **Replies:** 51\ **Last updated:** [April 20, 2022, 3:49pm UTC](https://community.wandb.ai/t/creating-a-movie-recommender/190 "2022-04-20T15:49:30Z")
The last 2 weeks in the #community-events:fastbook reading group have taught me A LOT about collaborative filtering. I tried to build my own movie recommender and documented what I learned in the process in these posts: … --- ## [NLP based projects](https://community.wandb.ai/t/nlp-based-projects/706)
**Author:** [@sadhak001](https://community.wandb.ai/u/sadhak001)\ **Replies:** 1\ **Last updated:** [April 14, 2022, 1:00pm UTC](https://community.wandb.ai/t/nlp-based-projects/706 "2022-04-14T13:00:19Z")
Hi all, I have been working on a couple of NLP projects since sometime now, you can find them here: awesome-ai-ml-dl/examples/better-nlp at master · neomatrix369/awesome-ai-ml-dl · GitHub GitHub - neomatrix369/nlp\_pro… --- ## [Frictionless hyperparameter tuning with W&B and Jupyter Notebooks](https://community.wandb.ai/t/frictionless-hyperparameter-tuning-with-w-b-and-jupyter-notebooks/1675)
**Author:** [@vrodriguezf90](https://community.wandb.ai/u/vrodriguezf90)\ **Replies:** 1\ **Last updated:** [April 14, 2022, 11:51am UTC](https://community.wandb.ai/t/frictionless-hyperparameter-tuning-with-w-b-and-jupyter-notebooks/1675 "2022-04-14T11:51:55Z")
Hi, I’ve just started a blog titled " Machine Learning Tip of The Day", where I’ll irregularly share tips for ML devs that I find while working in my projects. The first post is about Hyperparameter tuning with wandb sw… --- ## [Managing and Tracking Machine Learning experiments effectively w/ Hydra and Weights & Biases \[BLOG\]](https://community.wandb.ai/t/managing-and-tracking-machine-learning-experiments-effectively-w-hydra-and-weights-biases-blog/2232)
**Author:** [@gladiator](https://community.wandb.ai/u/gladiator)\ **Replies:** 1\ **Last updated:** [April 14, 2022, 8:38am UTC](https://community.wandb.ai/t/managing-and-tracking-machine-learning-experiments-effectively-w-hydra-and-weights-biases-blog/2232 "2022-04-14T08:38:17Z")
Hi everyone! I recently wrote a blog sharing my tips on how to manage and track your machine learning experiments effectively with Hydra and Weights & Biases. This blog includes my experience of managing experiments aft… [Next page](https://community.wandb.ai/c/show-the-community/43.md?page=1)