{"product_id":"data-collection-and-analysis-in-hostile-environments-9781634626231","title":"Data Collection and Analysis in Hostile Environments","description":"\u003cp\u003e\u003cstrong\u003eKnow the data collection and contemporary tooling landscape, including available machine learning algorithms, Generative Adversary Networks (GANs), and Large Language Models (LLMs).\u003c\/strong\u003e \u003cstrong\u003eThe primary objective of any data collection is to extract and analyze the data for various purposes. This book emphasizes human behavior in hostile and conflict zones.\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eOver the past several decades, the practice of data collection has undergone a transformative evolution. It began with paper forms, in-person interviews, and observations, and progressed to sophisticated digital systems capable of gathering vast amounts of information almost in real-time. The advent of the digital revolution has fundamentally transformed the data collection landscape and democratized data collection. We delve into this transition, explaining the techniques employed over time.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eData analysis techniques are contingent upon the content and the goal of the analysis. The specific form of data collected in hostile and conflict zones necessitates additional preprocessing steps. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThe author has over three decades of experience developing and implementing machine learning algorithms. He draws upon this expertise to provide comprehensive explanations of many approaches.\u003c\/p\u003e\u003cbr\u003e","brand":"Technics Publications","offers":[{"title":"Default Title","offer_id":51453632774418,"sku":"9781634626231","price":28.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_ff26cdf4-cd49-44b0-bdfe-ccd4eb646fb5.jpg?v=1751976708","url":"https:\/\/surprise-castle.myshopify.com\/products\/data-collection-and-analysis-in-hostile-environments-9781634626231","provider":"Surprise Castle","version":"1.0","type":"link"}