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Machine Learning with LightGBM and Python
  • Language: en
  • Pages: 252

Machine Learning with LightGBM and Python

Take your software to the next level and solve real-world data science problems by building production-ready machine learning solutions using LightGBM and Python Key Features Get started with LightGBM, a powerful gradient-boosting library for building ML solutions Apply data science processes to real-world problems through case studies Elevate your software by building machine learning solutions on scalable platforms Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionMachine Learning with LightGBM and Python is a comprehensive guide to learning the basics of machine learning and progressing to building scalable machine learning systems that are ready for release. ...

Practical Machine Learning with LightGBM and Python
  • Language: en

Practical Machine Learning with LightGBM and Python

  • Type: Book
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  • Published: 2021-08
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  • Publisher: Unknown

None

An Analysis of Overfitting in Particle Swarm Optimised Neural Networks
  • Language: en
  • Pages: 308

An Analysis of Overfitting in Particle Swarm Optimised Neural Networks

  • Type: Book
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  • Published: 2014
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  • Publisher: Unknown

The phenomenon of overfitting, where a feed-forward neural network (FFNN) over trains on training data at the cost of generalisation accuracy is known to be speci c to the training algorithm used. This study investigates over tting within the context of particle swarm optimised (PSO) FFNNs. Two of the most widely used PSO algorithms are compared in terms of FFNN accuracy and a description of the over tting behaviour is established. Each of the PSO components are in turn investigated to determine their e ect on FFNN over tting. A study of the maximum velocity (Vmax) parameter is performed and it is found that smaller Vmax values are optimal for FFNN training. The analysis is extended to the i...

Machine Learning Security with Azure
  • Language: en
  • Pages: 310

Machine Learning Security with Azure

Implement industry best practices to identify vulnerabilities and protect your data, models, environment, and applications while learning how to recover from a security breach Key Features Learn about machine learning attacks and assess your workloads for vulnerabilities Gain insights into securing data, infrastructure, and workloads effectively Discover how to set and maintain a better security posture with the Azure Machine Learning platform Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionWith AI and machine learning (ML) models gaining popularity and integrating into more and more applications, it is more important than ever to ensure that models perform acc...

Sustainable Uses and Prospects of Medicinal Plants
  • Language: en
  • Pages: 678

Sustainable Uses and Prospects of Medicinal Plants

  • Type: Book
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  • Published: 2023-04-12
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  • Publisher: CRC Press

Sustainable Uses and Prospects of Medicinal Plants presents information on less known and underexplored medicinal plant species in various regions of the world. The book investigates current advances in medicinal plant science and includes detailed information on the use of green nanotechnology, characterization of plants, conservation, revitalization, propagation, and pharmacological activities of selected plants. A volume in the Exploring Medicinal Plants series, it collects information on less known medicinal plant species in various regions of the world for documentation profiling their ethnobotany, developments in their phytochemistry, and pharmacological activities and provides an in-depth look at some specific herbal medicines of importance, threatened and less known species and addresses sustainable utilization and conservation of medicinal plants to ensure existence and use. Appropriate for plant and biodiversity conservation organisations, community leaders, academicians, researchers, and pharmaceutical industry personnel, the book comprises innovative works with information of what is expected to address sustainability in the future.

Journal of the South African Chemical Institute
  • Language: en
  • Pages: 584

Journal of the South African Chemical Institute

  • Type: Book
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  • Published: 1975
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  • Publisher: Unknown

None

Dire Straits-Education Reforms
  • Language: en
  • Pages: 320

Dire Straits-Education Reforms

Responding to an ‘educational emergency’ generated largely by the difficulties of implementing education reforms, this book compares education policies around the world in order to understand what works where. To address the key question of why education reforms are so difficult, the authors take into account a broad range of relevant factors, such as governance, ideology, and stakeholder conflicts of interest, and their interactions with one another. Drawing on their experiences as policymakers in the Spanish government and as governmental advisors worldwide, Montserrat Gomendio and Jose Ignacio Wert produce a publication like no other, shifting the usual Eurocentric narrative and shedd...

Practical Machine Learning on Databricks
  • Language: en
  • Pages: 244

Practical Machine Learning on Databricks

Take your machine learning skills to the next level by mastering databricks and building robust ML pipeline solutions for future ML innovations Key Features Learn to build robust ML pipeline solutions for databricks transition Master commonly available features like AutoML and MLflow Leverage data governance and model deployment using MLflow model registry Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionUnleash the potential of databricks for end-to-end machine learning with this comprehensive guide, tailored for experienced data scientists and developers transitioning from DIY or other cloud platforms. Building on a strong foundation in Python, Practical Machi...

Machine Learning with Apache Spark Quick Start Guide
  • Language: en
  • Pages: 233

Machine Learning with Apache Spark Quick Start Guide

Combine advanced analytics including Machine Learning, Deep Learning Neural Networks and Natural Language Processing with modern scalable technologies including Apache Spark to derive actionable insights from Big Data in real-time Key FeaturesMake a hands-on start in the fields of Big Data, Distributed Technologies and Machine LearningLearn how to design, develop and interpret the results of common Machine Learning algorithmsUncover hidden patterns in your data in order to derive real actionable insights and business valueBook Description Every person and every organization in the world manages data, whether they realize it or not. Data is used to describe the world around us and can be used...

African Invertebrates
  • Language: en
  • Pages: 328

African Invertebrates

  • Type: Book
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  • Published: 2005
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  • Publisher: Unknown

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