Artículo: AMZ-B0FHGDZ79X

Mastering PyTorch Lightning, ONNX, and MLflow: A Complete Guide to Scalable Machine Learning Workflows

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Kindle

Kindle

Paperback

Detalles del producto
Disponibilidad
Sin stock
Peso con empaque
0.20 kg
Devolución
No
Condición
Nuevo
Producto de
Amazon
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USA

Sobre este producto
  • Brief Hook:Unlock the power of scalable, production-ready machine learning with cutting-edge tools that bridge development and deployment. Whether you're a data scientist or ML engineer, this book guides you from experimentation to real-world applications.Book Summary:Mastering PyTorch Lightning, ONNX, and MLflow is your end-to-end roadmap to building efficient and scalable machine learning workflows. Starting with PyTorch Lightning, you’ll learn how to streamline deep learning model development with clean, modular code. The book then dives into ONNX, teaching you how to export models across platforms for deployment on various hardware and environments. Finally, you’ll harness MLflow to track experiments, manage models, and simplify the MLOps lifecycle.Through practical examples and hands-on projects, this book empowers you to build models faster, collaborate more effectively, and deploy seamlessly at scale. You'll explore real-world scenarios, including model versioning, cross-platform inference, and reproducibility in production environments—equipping you with the skills to take ML solutions from prototype to production.Why Choose this Book?End-to-End Workflow Coverage: Covers everything from model development to deployment and monitoring.Productivity with PyTorch Lightning: Write less boilerplate and focus on research, thanks to Lightning’s structured API.Interoperability with ONNX: Learn how to export models for use on multiple platforms and optimize them for performance.Seamless Experiment Tracking with MLflow: Track, reproduce, and manage experiments like a pro.Real-World Use Cases: Apply skills to practical, industry-relevant scenarios with step-by-step guidance.Call-to-Action:Take your machine learning skills to the next level—master the tools that top ML teams use for speed, scale, and success. Get your copy today and build ML workflows that deliver real impact.

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