Introducing RunGalileo.io: A Next Generation Data Toolchain Time to roll up your sleeves ML developers and data scientists—the future of machine learning engineering is here! Meet Galileo, the next-generation end-to-end ML data toolchain built by Anthropic to supercharge your workflows. Forget the days of cobbling together disparate tools and libraries to build, train, and deploy your models. With Galileo, you have an all-in-one platform to wrangle data, engineer features, choose from state-of-the-art models, tune hyperparameters, and push to production with just a few clicks. Built by engineers for engineers, Galileo is crafted specifically for the needs of machine learning teams. Experience the thrill of building and deploying models at breakneck speed. The power is in your hands—are you ready to launch into a new era of productive ML engineering? With Galileo at your side, the sky's the limit! Key Features of RunGalileo for ML Developers Introducing RunGalileo.io: A Next Generation Data Toolchain Have you been searching for an all-in-one data platform that's affordable, intuitive to use, and packed with powerful features? Your quest is over. RunGalileo.io is here, and it's ready to revolutionize the way you work with data. This innovative toolchain was built by data scientists for data scientists. It seamlessly integrates data processing, visualization, modeling, deployment, and more into a single, cohesive experience. No more wasting time cobbling together disparate tools—with RunGalileo, you've got everything you need in one place. Some of the amazing capabilities include: - A drag-and-drop interface that lets you construct complex data workflows without coding. Connect data sources, build pipelines, and develop models with just a few clicks. - Robust data processing tools like extract, transform and load (ETL), batch processing, streaming, etc. Clean, aggregate, and manipulate your data with ease. - Sophisticated data visualization features. Create stunning charts, graphs, heatmaps, and other visuals to gain insights and share findings. - Built-in support for major machine learning libraries like PyTorch, TensorFlow, and scikit-learn. Develop models, train, tune, and deploy them directly through the RunGalileo platform. - Flexible deployment options to put your data products into production. Choose between REST APIs, docker containers, Kubernetes, and more. RunGalileo makes data science simple, accessible, and most of all, fun. Check it out today at RunGalileo.io—your data will thank you! How RunGalileo Streamlines Your Model Building Workflow RunGalileo was built from the ground up for ML developers, with powerful features to streamline your workflow. Comprehensive data ingestion Easily import data from any source. Galileo supports CSVs, APIs, databases, cloud storage, and more. Clean, transform and enrich your data with one click. Robust feature engineering Galileo offers over 50 built-in feature engineering functions to craft the perfect dataset. Calculate statistics, encode categories, transform dates, and handle missing values. You can also build custom features with SQL, Python, and R. Flexible model building Galileo integrates with all the top open-source ML libraries so you can build models your way. Use libraries like XGBoost, LightGBM or CatBoost for gradient boosting. Keras and PyTorch for deep learning. Scikit-learn for traditional ML. The options are endless! Automated machine learning Galileo AutoML lets you train dozens of models with just one click. It automatically selects algorithms, optimizes hyperparameters, and ranks models so you can find the best one for your needs. Say goodbye to tedious model tuning and let AutoML do the work for you! Robust model evaluation Evaluate your models with built-in metrics like accuracy, F1 score, log loss and AUC. Galileo also provides interactive model explanation tools to gain valuable insights into your models. Understand exactly how each feature impacts your predictions. With Galileo's end-to-end platform, machine learning has never been more accessible. Focus on what really matters - unlocking the insights and value in your data. ML developers rejoice, the future is here! Integrations With Leading Data & ML Tools RunGalileo is designed to make your life as an ML developer infinitely easier. This end-to-end toolchain handles all the tedious tasks in your model building workflow so you can focus on what really matters—your models! Built by ML developers for ML developers, RunGalileo automates and streamlines each step of the process. Say goodbye to wasting hours labeling data or cleaning datasets. RunGalileo’s smart data preparation features will handle all of that for you with just a few clicks. Once your data is ready to go, RunGalileo lets you easily test different model architectures. Try out various neural network models, tree-based models, or ensemble methods with different hyperparameters. RunGalileo will tune and optimize each model for you, comparing performance metrics to find the best option for your needs. When your models are trained and evaluated, RunGalileo seamlessly deploys them into production. Scale your models to handle huge workloads, monitor performance, and retrain as needed—all from RunGalileo’s simple yet powerful interface. RunGalileo removes the hassle from each part of building and deploying machine learning models. No more juggling different tools for data prep, modeling, evaluation, and deployment. No more wasting time on repetitive tasks. RunGalileo handles it all for you so you can build amazing ML applications faster than ever before! Give RunGalileo a spin today and experience how enjoyable and productive ML development can be. You'll wonder how you ever lived without it! RunGalileo: taking the pain out of ML, one step at a time. Getting Started With RunGalileo: Sign Up for Free Trial Run Galileo integrates with all the leading data and machine learning tools you already know and love. No need to learn new systems or migrate your workflows. Keep using the same tools, just faster and smarter. SQL Databases Connect Galileo directly to your SQL databases like PostgreSQL, MySQL, Snowflake and Redshift. Galileo automatically discovers all your tables, columns and relationships so you can start querying data instantly. BI Tools Embed interactive data visualizations and dashboards powered by Galileo directly into your business intelligence tools such as Looker, Tableau and Power BI. Provide your end users with fast access to data and insights without leaving their familiar environment. Notebooks Use Galileo directly within your Jupyter notebooks to accelerate your data exploration and modeling experiments. Query billions of rows of data with a single line of Python or Spark code. Build, train and deploy machine learning models at scale faster than ever before. ML Frameworks Speed up your machine learning pipelines by using Galileo with TensorFlow, PyTorch, XGBoost and Spark ML. Train your models on huge datasets with GPU acceleration and deploy them for low-latency predictions and inferences. Cloud Services Galileo works with all major cloud providers like AWS, GCP and Azure. Run Galileo on optimized infrastructure to power data-intensive workloads. Use Galileo’s integrations to connect to cloud data warehouses, ML platforms and deployment targets. Galileo slots into your existing data and ML architecture like a missing puzzle piece. Keep using the tools you love, just faster, smarter and more scalably. Accelerate your workflows rather than reinvent them.