3LC.AI

3LC helps you create better ML models faster by enhancing every step of training and data management. Check out our latest video showcasing some of the powerful features that make 3LC an essential tool for optimizing both data and models. ?????? ????????????????: ? ?????? ????????:?Integrate 3LC into your Python scripts with no changes to your current workflow, delivering maximum impact to your ML projects. ? ???????????????????? ???????????????? ????????????????:?Run your scripts with 3LC integrated and capture metrics for every sample — track how each one performs throughout training. ? ???????????????????????? ???????? ??????????????????????:?Dive deep with custom filters, fully customizable charts, and sample evolution views. ? ?????????????????? ?????????? ????????????????????:?Use batch operations to adjust labels, make predictions, and instantly retrain with every update. ? ????????????????????????:?Effortlessly enhance object detection workflows with our integrations, including the latest YOLO11 model — made possible by the incredible work of Ultralytics. ? ???????? ???????????????????? ????????????????:?Get Git-like lineage to track commits, data changes, and hyperparameter tuning with reproducibility and transparency. ? ???????? ???????????????? ?????? ???????? ???? ????????????:??No uploads or downloads needed — data stays exactly where you have it. Whether you are fine-tuning models or managing complex datasets, 3LC enables you to achieve reliable, impactful results. Just pip install 3LC to get started. Watch the video to see how 3LC transforms ML workflows from start to finish!

?? ???????? ?????????? ???? ???? ?????????????????????????? ???????? ??????????????????????????! SuperAnnotate is the #1 professional labeling platform, and together, we’re making dataset iteration smarter and faster. With SuperAnnotate’s world-class annotation tools and 3LC.AI’s deep training insights and rapid data enhancements, we will provide clients with a seamless way to use model feedback, refine datasets, improve model performance, and ???????????????faster than ever. ???????????? ????????, ???????????? ???????????? - ????????????. ?? Read how it works below.

3LC.AI ?????????????? ???????????????????? ???????????????? ???????? Equinor!?? Reinforcing the growing enterprise adoption of our platform. ?? Effortless data quality optimization ?? Better, faster, and more reliable AI models ?? Seamless integration into existing workflows More companies are seeing the impact firsthand - read more below.

AI-powered computer vision is evolving fast, but optimizing model performance remains a challenge. 3LC.AI is redefining how data scientists refine their models, offering deeper insights into how AI learns from data—leading to more accurate and efficient computer vision models. For a clear and concise explanation of what makes 3LC unique, we highly recommend this article by our CEO, Paul E.: https://lnkd.in/dzebzviX

???????????????????????? ?????? ???????????? ?????????????? ????.????.?? ?????? ?????????????????? ????.??.????! We’re excited to unveil these updates designed to improve your user experience. ????????’?? ??????? ?????????????????? ?????????? ???????????????? ???????? ????/????/???? ???????????????? Easily generate ?????????? ???????????????? (????), ???????? ???????????????? (????), ?????? ?????????? ???????????????? (????) columns in your table with our new "???????????????? ????/????/???? ????????????" workflow. This tool streamlines identifying and analyzing model performance based on ground truth and predicted bounding boxes. ?? ?????????????? ???????????????? ?????? ?????????? ???????????????? We've revamped numerous error messages and warnings to provide you with ??????????, ???????????????????? ???????????????? whenever issues arise, so you can resolve them faster and more confidently. ?????????????? ??????????! Run pip install 3lc --upgrade to get started with the latest version. ???? ?????????? ???????? ????????????????! Your input drives our innovation. Share your ideas and suggestions on our Discord community, and stay tuned for future updates as we continue to make 3LC even better—together.

?? ???????????? ????????. ???????????? ????????????. ???? ????????. At 3LC.AI, we’re transforming how companies improve training data for Ultralytics YOLO and other Computer Vision models. Our no-nonsense approach has already enabled clients to achieve significant leaps in model accuracy, whether working with traditional labeled datasets or cutting-edge synthetic data. We know that seeing is believing. That’s why we’re excited to announce that we now offer ???????? ?????????? ???? ?????????????? to select companies. Here’s how it works: ? We sign an NDA to ensure your data and models are secure. ? You share your training data and model with us. ? We show you exactly how ?????? can enhance your data quality and improve your model’s performance - at no risk or time investment on your end. This isn’t just a demo. It’s a hands-on, real-world application of our approach ???? ???????? ???????????????? ?????? ????????. Of course, we want to make sure this is a ???????? ?????? for both sides, so we’ll work with you to determine if your project aligns with what we do best. If you’re working on Computer Vision models and want to see how ???????????? ???????? can lead to ???????????? ??????????????, let’s talk! ?? Ready to explore the possibilities? Drop us a message!

High-res Satellite images and millions of objects? No problem for 3LC! No training required, no data movement or duplications; 3LC will pull from any source, local or remote. Just register your dataset with 3LC and open up the Dashboard. Done!

We are excited to announce a major overhaul to our ?????? ???????????????? ???????????? ????????????????????! This update introduces new streamlined tutorials and an improved structure to help users get started quickly and confidently. ?????? ???????????????????? ?????? ?????????????????? ?????????????????? ???? ???????????????? Our tutorials are now aligned with common, repeatable steps including: ·???????Importing data as 3LC Tables ·???????Manipulating and extending 3LC Tables ·???????Training models ·???????Collecting metrics ??????????-????-?????? ???????????? ???????? Each tutorial comes with sample data for out-of-the-box execution, making it easy to dive into. You can also customize by replacing the sample data with your own or modifying notebook cells as needed. ?????????????????????? ??????_?????????? We’ve added a lightweight helper library, tlc_tools, to simplify code and provide reusable utilities. You can easily install this library directly from the repository. ???????????????? ???????????? ?????? ???????????? ???????????? The new repository structure is built for scalability, enabling us to refine existing tutorials and continuously add new ones as 3LC evolves. ?????? ???????? ?????????????? Our goal is to showcase the capabilities of ?????? across a wide range of scenarios—from simple data manipulation to advanced model training—while providing a robust starting point for users to build and customize their own workflows. We’re committed to making 3LC more accessible and user-friendly, and we’d love to hear your thoughts! We greatly value your feedback and contributions, as they help us continue improving and evolving. Explore the latest updates here: https://lnkd.in/guKv5B2b

3LC in action: a few iterative data tweaks, zero model tuning, and straight to the top of the leaderboard. Your data, redefined. ??

We’re honored to announce that??????? has been featured on the?Edge AI and Vision Alliance webpages. The article highlights our CEO,?Paul E., and his demonstration at the December 2024 Edge AI and Vision Alliance Forum, where he showcased the 3LC application and its transformative ability to help machine learning practitioners gain deeper insights into their models, identify issues, and drive significant performance improvements. During the session, Paul demonstrated how 3LC helped resolve a client’s ?????????? ?????????????????? caused by subtle labeling issues. Key highlights include: ? ?????????????? ????????????????????????????:?3LC pinpointed problematic areas in the data. ? ???????????????? ??????????????????????:?Labels were fixed directly within the platform. ? ????????-???????? ????????????????: Integration with training scripts allowed immediate iteration and improvements. The result? A significant ?????????????????? ???? ?????????? ??????????????????. Up to ????% ?????????????? ???????????????? ?????????thanks to strategically enhanced training data. This is the power of leveraging 3LC to achieve better, faster, & smaller AI models! Read the full article and watch the demonstration here: