“…Author Steven Lott demystifies the approach, teaching you how to improve the way you code in Python and make gains in memory use and performance. Starting from the fundamentals, this book shows you how to apply functional thinking and techniques in a range of scenarios, with examples centered around data cleaning and exploratory data analysis. …”

“…Later, you'll cover topics such as monitoring and performance optimization, as well as strategies for managing model drift and handling updates and versioning. …”

“…Prerequisites A basic understanding of machine learning systems Recommended follow-up: Read "Infrastructure and Tooling for MLOps" (chapter 10 in Designing Machine Learning Systems) Watch "Energy-Efficient AI and High-Performance Computing Data Centers" (event segment video) Watch Fast and Lean Data Science with TPUs (video)…”

“…Learning objectives Find and use pre-trained models Fine-tune models for custom tasks Build ML pipelines with Hugging Face libraries Create and version datasets Containerize models for production Automate workflows for MLOps Lesson 1: Getting Started with Hugging Face Lesson Outline Overview of Hugging Face Hub Browsing models and datasets Using Hugging Face repositories Managing spaces and access Lesson 2: Applying Hugging Face Models Lesson Outline Downloading models from the Hub Using models with PyTorch/TensorFlow Leveraging tokenizers and pipelines Performing inference with Hub models Lesson 3: Working with Datasets Lesson Outline Browsing datasets on Hugging Face Uploading and managing datasets Versioning datasets with dataset cards Loading datasets in PyTorch/TensorFlow Lesson 4: Model Serving and Deployment Lesson Outline Containerizing Hugging Face models Creating inference APIs with FastAPI Deploying to cloud services like Azure Automating with GitHub Actions About your instructor Alfredo Deza has over a decade of experience as a Software Engineer doing DevOps, automation, and scalable system architecture. …”

“…Once you learn the patterns for designing cloud data platforms, you'll maximize performance no matter which cloud vendor you use. about the book In Designing Cloud Data Platforms, Danil Zburivsky and Lynda Partner reveal a six-layer approach that increases flexibility and reduces costs. …”

“…All the reengineering, restructuring, and downsizing in the world will merely destabilize a company if the change doesn't address the fundamental patterns of performance--and if the change doesn't recognize the unique core competencies of that company. …”

“…Il s'adresse à des étudiants comme à des universitaires confirmés et devrait être un outil performant pour tous les praticiens du droit ainsi que pour les chercheurs."…”

“…» à une époque où se profile l'apparition réelle de sosies « plus vrais que nature » et surtout plus performants. Les créations technoscientifiques actuelles, dont un développement sans précédent est prévu à court terme, ne peuvent plus être considérées comme relevant d'une imposture mais comme d'un surpassement du créateur par sa créature. …”

“…A detailed mapping of the internal structure of the granitoids of the region (the Central Patagonian Batholith) was performed combining petrographic, microstructural, anisotropy of the magnetic susceptibility (AMS) and rock magnetic studies. …”
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“…The first cytogenetic characterization of Alouatta pigra karyotype X_1X_1X_2X_2/X_1X_2Y_1Y_2. Genomic was performed, exhibiting a 2N=58, conservation was studied by FISH analizing the syntenies 3/15 and 3/21, showing that these asociations are not conserved in the mesoamerican howlers, A. pigra y A. palliata. …”
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“…This work is focused on a group of proteins called reversibly glycosylated polypeptide, RGP which have the unique capability to perform self-glycosylation upon incubation with UDP-Glc, UDP-Gal, UDP-Xyl and UDP-Ara given as product the glycosylated protein and the regeneration of the nucleotide diphosphate. …”
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“…The survival analysis was performed using the Kaplan Meier technique and the survival time was compared according to different variables with the Log Rank test (Mantel-Cox). …”

“…This book takes a practical, recipe-based approach to unlocking the power of OpenAI API to build high-performance intelligent applications in diverse industries and seamlessly integrate ChatGPT in your workflows to increase productivity. …”

“…It will be especially relevant for students in performing, composing and scientific music education, as well as theology and religious studies. …”

“…Although the particular way to work of the Maestro, selecting a pleiade of brilliant collaborators with whom accomplish such a titanic feat, giving them freedom for their studies, has been recognised and confronted to antagonic systems followed by other relevant scientists and scientific schools, the general recognition of such a significant major milestones for Neuroscience and their vigency in the well-marched XXIst century is not: this is the purpose of this Ebook, to remind all these examples of how successful can be the scientific work when it is minutious, constant and performed by brilliant, imaginative and skilled scientists with a minimal conditions supporting their efforts…”