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Ultimate Machine Learning with Scikit-Learn: Unleash the Power of Scikit-Learn and Python to Build Cutting-Edge Predictive Modeling Applications and Unlock … Into Machine Learning (English Editi - Parag Saxena May 6, 2024 PDF  BOOKS
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Ultimate Machine Learning with Scikit-Learn: Unleash the Power of Scikit-Learn and Python to Build Cutting-Edge Predictive Modeling Applications and Unlock … Into Machine Learning (English Editi
Author: Parag Saxena
Year: May 6, 2024
Format: PDF
File size: PDF 4.9 MB
Language: English



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His research interests include deep learning reinforcement learning transfer learning and explainable AI. He is currently working as a Research Scientist at IBM India Labs. What are your thoughts on this book? How would you describe it to someone who is interested in learning about machine learning and data science? The FBI's Unified Crime Reporting (UCR) Program collects and analyzes crime data from law enforcement agencies across the United States. The UCR provides an overview of crime trends and patterns, and helps inform the development of criminal justice policies and programs. The UCR collects data on crimes reported by law enforcement agencies, including murder and non-negligent manslaughter, rape, robbery, aggravated assault, burglary, larceny-theft, motor vehicle theft, and arson. The program also collects data on arrests, clearance rates, and the number of sworn law enforcement personnel.
Его научные интересы включают глубокое обучение, подкрепление обучения, обучение передаче и объяснимый ИИ. В настоящее время работает научным сотрудником в IBM India Labs. Что вы думаете об этой книге? Как бы вы описали это тому, кто заинтересован в изучении машинного обучения и науки о данных? Программа ФБР Unified Crime Reporting (UCR) собирает и анализирует данные о преступлениях от правоохранительных органов по всей территории США. UCR предоставляет обзор тенденций и моделей преступности и помогает информировать о разработке политики и программ уголовного правосудия. УЦР собирает данные о преступлениях, о которых сообщают правоохранительные органы, включая убийство и непредумышленное убийство по неосторожности, изнасилование, разбой, нападение при отягчающих обстоятельствах, кражу со взломом, кражу-кражу, угон автомобиля и поджог. Программа также собирает данные об арестах, показателях допуска и количестве приведенного к присяге персонала правоохранительных органов.
Ses intérêts de recherche comprennent l'apprentissage profond, le renforcement de l'apprentissage, l'apprentissage de la transmission et l'IA explicable. Il travaille actuellement comme chercheur chez IBM India Labs. Que pensez-vous de ce livre ? Comment décririez-vous cela à quelqu'un qui s'intéresse à l'apprentissage automatique et à la science des données ? programme Unified Crime Reporting (UCR) du FBI recueille et analyse des données sur les crimes provenant des forces de l'ordre à travers les États-Unis. L'UCR donne un aperçu des tendances et des tendances de la criminalité et aide à éclairer l'élaboration des politiques et des programmes de justice pénale. L'UCR recueille des données sur les crimes signalés par les forces de l'ordre, y compris le meurtre et l'homicide involontaire par négligence, le viol, le vol, l'agression aggravée, le cambriolage, le vol, le vol de voiture et l'incendie criminel. programme recueille également des données sur les arrestations, les taux d'admission et le nombre de membres des forces de l'ordre qui ont prêté serment.
Sus intereses de investigación incluyen el aprendizaje profundo, el refuerzo del aprendizaje, el aprendizaje de la transmisión y la IA explicable. Actualmente trabaja como investigador en IBM India Labs. Qué piensa de este libro? Cómo describirías esto a alguien interesado en aprender machine learning y ciencia de datos? programa Unified Crime Reporting (UCR) del FBI recopila y analiza datos sobre delitos de las fuerzas del orden en todo Estados Unidos. La UCR ofrece una visión general de las tendencias y patrones del delito y ayuda a informar sobre la formulación de políticas y programas de justicia penal. La UCR recopila datos sobre los delitos denunciados por las fuerzas del orden, entre ellos homicidio y homicidio por negligencia, violación, robo, agresión agravada, robo, robo-hurto, robo de auto e incendio. programa también recopila datos sobre las detenciones, las tasas de admisión y el número de funcionarios encargados de hacer cumplir la ley juramentados.
Seus interesses científicos incluem treinamento profundo, reforço de treinamento, treinamento de transferência e IA explicável. Atualmente trabalha como pesquisador na IBM India Labs. O que achas deste livro? Como descreveria isso a alguém interessado em aprender o aprendizado de máquinas e ciências de dados? O programa Unificed Crime Reporting (UCR) do FBI coleta e analisa dados de crimes de autoridades policiais em todo o país. A UCR fornece uma visão geral das tendências e modelos de criminalidade e ajuda a informar sobre a formulação de políticas e programas de justiça criminal. A UCR reúne dados de crimes relatados pelas autoridades, incluindo homicídio e homicídio culposo, violação, roubo, agressão agravada, roubo com invasão, roubo, roubo, roubo, roubo, roubo de carro e incêndio. O programa também reúne dados sobre prisões, taxas de admissão e número de agentes da lei prestados.
I suoi interessi scientifici includono la formazione profonda, il rafforzamento della formazione, l'apprendimento della trasmissione e l'intelligenza artificiale spiegabile. Attualmente è ricercatore presso IBM India Labs. Cosa ne pensa di questo libro? Come descriverebbe questo a qualcuno interessato all'apprendimento automatico e alla scienza dei dati? Il programma Unified Crime Reporting (UCR) dell'FBI raccoglie e analizza i dati relativi ai crimini da parte delle forze dell'ordine in tutto il territorio degli Stati Uniti. UCR fornisce una panoramica delle tendenze e dei modelli di criminalità e aiuta a informare sull'elaborazione di politiche e programmi di giustizia penale. L'UCR raccoglie informazioni sui reati denunciati dalle forze dell'ordine, tra cui omicidio colposo, omicidio colposo, stupro, rapina, aggressione aggravata, furto con scasso, furto, furto, furto d'auto e incendio. Il programma raccoglie anche dati sugli arresti, gli indicatori di ammissione e il numero di agenti delle forze dell'ordine che hanno prestato giuramento.
Seine Forschungsinteressen umfassen Deep arning, rnverstärkung, Übertragungstraining und erklärbare KI. Derzeit arbeitet er als wissenschaftlicher Mitarbeiter bei IBM India Labs. Was halten e von diesem Buch? Wie würden e es jemandem beschreiben, der sich für das Studium des maschinellen rnens und der Datenwissenschaft interessiert? Das Unified Crime Reporting (UCR) -Programm des FBI sammelt und analysiert Kriminalitätsdaten von Strafverfolgungsbehörden in den USA. UCR bietet einen Überblick über Kriminalitätstrends und -muster und hilft, über die Entwicklung von Strafjustizpolitiken und -programmen zu informieren. Die UCR sammelt Daten über Straftaten, die von Strafverfolgungsbehörden gemeldet werden, darunter Mord und fahrlässiger Totschlag, Vergewaltigung, Raub, schwere Körperverletzung, Einbruch, Diebstahl, Autodiebstahl und Brandstiftung. Das Programm sammelt auch Daten über Festnahmen, Toleranzraten und die Anzahl der vereidigten Strafverfolgungsbeamten.
Jego zainteresowania badawcze obejmują głębokie uczenie się, wzmocnienie uczenia się, uczenia się transmisji i zrozumiałej sztucznej inteligencji. Obecnie jest pracownikiem naukowym IBM India Labs. Co sądzisz o tej książce? Jak byś to opisał komuś zainteresowanemu nauką maszyn i danych? Program FBI Unified Crime Reporting (UCR) gromadzi i analizuje dane o przestępczości od organów ścigania w Stanach Zjednoczonych. UCR przedstawia przegląd tendencji i wzorców przestępczości oraz pomaga informować o rozwoju polityki i programów wymiaru sprawiedliwości w sprawach karnych. UCR gromadzi dane o przestępstwach zgłoszonych przez organy ścigania, w tym o zaniedbanych morderstwach i zabójstwach, gwałcie, kradzieży, napaści, włamaniu, kradzieży, kradzieży samochodów i podpaleniu. Program gromadzi również dane o aresztowaniach, wskaźnikach poświadczeń bezpieczeństwa oraz liczbie zaprzysiężonych pracowników organów ścigania.
תחומי המחקר שלו כוללים למידה עמוקה, חיזוק של למידה, למידת שידור כיום הוא עמית מחקר במעבדות הודו של יבמ. מה אתה חושב על הספר הזה? איך היית מתאר את זה למישהו שמעוניין ללמוד למידת מכונה ומדעי נתונים? תוכנית ה-FBI Unified Crime Reporting (UCR) אוספת ומנתחת נתוני פשע מסוכנויות אכיפת החוק ברחבי ארצות הברית. UCR מספקת סקירה של מגמות ודפוסים של פשיעה ומסייעת בפיתוח מדיניות ותוכניות של צדק פלילי. האוניברסיטה אוספת מידע על פשעים שדווחו על ידי רשויות החוק, כולל רצח ברשלנות והריגה, אונס, שוד, תקיפה בנסיבות מחמירות, פריצה, גניבה, גניבת רכב והצתה. התוכנית גם אוספת נתונים על מעצרים, שיעורי סיווג ביטחוני ומספר אנשי אכיפת החוק שהושבעו.''
Araştırma ilgi alanları arasında derin öğrenme, öğrenmenin güçlendirilmesi, aktarım öğrenimi ve açıklanabilir yapay zeka bulunmaktadır. Halen IBM India Labs'de araştırma görevlisidir. Bu kitap hakkında ne düşünüyorsun? Makine öğrenimi ve veri bilimi ile ilgilenen birine bunu nasıl tanımlarsınız? FBI Birleşik Suç Raporlama (UCR) programı, Amerika Birleşik Devletleri'ndeki kolluk kuvvetlerinden suç verilerini toplar ve analiz eder. UCR, suç eğilimleri ve kalıplarına genel bir bakış sunar ve ceza adaleti politikalarının ve programlarının gelişimini bilgilendirmeye yardımcı olur. UCR ihmal cinayet ve adam öldürme, tecavüz, soygun, ağırlaştırılmış saldırı, hırsızlık, hırsızlık-hırsızlık, araba kaçırma ve kundaklama dahil olmak üzere kolluk tarafından bildirilen suçlar hakkında veri toplar. Program ayrıca tutuklamalar, güvenlik izni oranları ve yemin eden kolluk kuvvetlerinin sayısı hakkında veri toplar.
تشمل اهتماماته البحثية التعلم العميق وتعزيز التعلم وتعلم النقل والذكاء الاصطناعي القابل للشرح. وهو حاليًا زميل باحث في IBM India Labs. ما رأيك في هذا الكتاب ؟ كيف تصفه لشخص مهتم بدراسة التعلم الآلي وعلوم البيانات ؟ يقوم برنامج FBI للإبلاغ الموحد عن الجريمة (UCR) بجمع وتحليل بيانات الجريمة من وكالات إنفاذ القانون في جميع أنحاء الولايات المتحدة. يقدم UCR لمحة عامة عن اتجاهات وأنماط الجريمة ويساعد في وضع سياسات وبرامج العدالة الجنائية. تجمع UCR بيانات عن الجرائم التي أبلغت عنها سلطات إنفاذ القانون، بما في ذلك القتل بسبب الإهمال والقتل غير العمد والاغتصاب والسرقة والاعتداء المشدد والسطو والسرقة وسرقة السيارات والحرق العمد. كما يجمع البرنامج بيانات عن الاعتقالات ومعدلات التصريح الأمني وعدد موظفي إنفاذ القانون الذين أدت اليمين.
他的研究興趣包括深度學習,支持學習,傳播學習和可解釋的AI。他目前在IBM印度實驗室擔任研究員。你怎麼看這本書?您如何將此描述給對機器學習和數據科學感興趣的人?FBI統一犯罪報告(UCR)計劃從美國各地的執法部門收集和分析犯罪數據。UCR提供了犯罪趨勢和模式的概述,並有助於為刑事司法政策和計劃的制定提供信息。UCR收集執法部門報告的犯罪數據,包括過失殺人和過失殺人罪,強奸,搶劫,加重攻擊,入室盜竊,盜竊,劫車和縱火。該方案還收集關於逮捕、接納率和執法人員宣誓就職人數的數據。

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