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Aprendizado por Reforço: Da Teoria à Prática

DATA - ICMC | USP

5(3 students)

Self-paced

All Levels

About this course

Procura um curso completo, didático e com respaldo das melhores instituições do país? Este curso de Aprendizado por Reforço foi desenvolvido com base no conteúdo de alto nível ministrado pelo Instituto de Ciências Matemáticas e de Computação da USP (ICMC-USP), unindo o rigor científico à aplicação no mundo real. Nossa didática foi desenhada para guiar você passo a passo por todos os pilares do Aprendizado por Reforço:Introdução e Tomada de Decisão: Compreenda o loop Agente-Ambiente e resolva o dilema do N-Armed Bandits.

Modelagem Teórica: Domine Processos de Decisão de Markov (MDPs) e as Equações de Bellman. Algoritmos de Otimização: Controle ambientes usando Programação Dinâmica e Métodos Monte Carlo (On-Policy e Off-Policy). Aprendizado por Diferença Temporal: Implemente os algoritmos mais usados no mercado, como Sarsa, Q-Learning e Double Q-Learning.

Planejamento e Modelos: Aprenda a criar simuladores internos com a arquitetura Dyna-Q. Para garantir a fixação completa dos conceitos, após cada aula você terá acesso a um questionário prático projetado para fortalecer seu aprendizado e testar sua compreensão antes de avançar. Além disso, você terá total autonomia para explorar projetos práticos e manipular os códigos disponibilizados, seja com ajuda da apostila e slide ou o código propriamente dito de cada aula.

Isso permitirá que você exercite a programação dos algoritmos, faça modificações e veja os agentes aprendendo em tempo real. Garanta sua vaga, aprenda com o padrão de qualidade do ICMC-USP e eleve seus conhecimentos em Inteligência Artificial para o próximo nível!

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Level: All Levels

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Duration: Self-paced

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Instructor: DATA - ICMC | USP

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Are you ready to transform raw data into powerful insights? Do you want to master the most sought-after skills in today's data-driven world? This comprehensive course is your complete roadmap to becoming a highly proficient data analyst using Python, even if you've never written a line of code before!What You'll Learn:The fundamentals of Python programming with a focus on data tasksHow to use data manipulation and analysisWorking with numerical operationsCreating stunning data visualizations Data cleaning techniques for real-world messy datasetsImporting, transforming, and exporting data Applying exploratory data analysis (EDA) to uncover insightsBuilding end-to-end mini-projects to reinforce your learningWho is this course for?Absolute Beginners: No prior programming or data analysis experience required. We start from scratch!Why Choose This Course?Hands-on Learning: Engaged of practical lectures, coding exercises, and real-world projects.Clear & Concise Explanations: Complex concepts broken down into easily digestible lessons.By the end of this course, you'll not only understand the core concepts of data analysis — you’ll have the confidence and skills to work with real-world datasets, solve practical problems, and pursue roles in data analytics or data science. Don't just look at data – understand it, interpret it, and master it! Enroll now and embark on your journey to becoming a Master Data Analyst with Python!

Numpy, Scipy, Matplotlib, Pandas, Ufunc : Machine Learning

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This course is a complete guide to NumPy, SciPy, Pandas, Matplotlib, Random, Ufunc, and Machine Learning, designed for anyone who wants to build a strong foundation in data science using Python. Whether you are a beginner or an aspiring data analyst or machine learning engineer, this course will help you understand how these essential libraries work together in real-world applications.You will start by learning NumPy, focusing on arrays, indexing, slicing, mathematical operations, Random, and Ufunc functions. These core concepts are the backbone of numerical computing in Python and are essential for efficient data processing and machine learning workflows.Next, you will explore Pandas for data manipulation and analysis. You will learn how to work with Series and DataFrames, clean and transform data, handle missing values, and perform data analysis tasks efficiently. These skills are critical for preparing data before applying Machine Learning models.The course also covers Matplotlib for data visualization and SciPy for scientific and mathematical computing. You will learn how to create meaningful charts and graphs, perform statistical analysis, and apply scientific functions that support data analysis and machine learning development.Throughout the course, you will gain hands-on experience by practicing key skills such as:Working with NumPy arrays, Random functions, and Ufunc operationsCleaning, analyzing, and transforming data using PandasVisualizing data with Matplotlib for better insightsApplying SciPy tools for statistics and optimizationUnderstanding how these libraries support Machine Learning workflowsBy the end of this course, you will understand how to combine NumPy, SciPy, Pandas, Matplotlib, Random, and Ufunc to build efficient data pipelines and prepare data for Machine Learning projects. You will be able to analyze datasets, visualize patterns, and confidently work with Python’s most powerful data science libraries.Enroll now and start your journey into Machine Learning by mastering NumPy, SciPy, Pandas, Matplotlib, Random, and Ufunc through practical examples and hands-on learning.

Bold BI Masterclass 2026: From Installation to Advanced Dash

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Are you ready to transform raw data into stunning, actionable business intelligence dashboards?Join thousands of professionals who are mastering Bold BI - one of the most powerful and user-friendly business intelligence platforms available today. Whether you're a complete beginner or looking to upgrade your BI skills, this comprehensive course will take you from zero to dashboard hero!What You'll LearnThis hands-on, project-based course is your complete guide to Bold BI. You'll learn everything from installation to creating professional-grade dashboards that drive business decisions.Here's what makes this course unique:Complete Installation Mastery - Learn to install Bold BI on Windows Server AND using Docker (both methods covered in detail)Real-World Dashboard Projects - Build 6+ production-ready dashboards including Sales Performance, Customer Insights, Product Analytics, and moreIntegration Expertise - Master dashboard embedding using PHP/JavaScript for seamless integration into your applicationsAI-Powered Features - Harness Bold AI to create and modify dashboards using simple promptsLive Data Connections - Work with real databases (Northwind on Azure MySQL), Google Analytics 4, and Weather APIsEnterprise Features - Master user management, permissions, scheduling, and multi-site configurationsCourse Structure - 16 Comprehensive SectionsFoundation & Setup (Sections 1-3)Understand Bold BI features, pricing, and competitive advantagesComplete Windows Server installation with IIS configurationQuick deployment using Docker containersSystem requirements and optimizationHands-On Dashboard Development (Sections 4-9) Build 6 complete, real-world dashboards:Sales Performance Dashboard - Track revenue, top products, regional sales with drill-down capabilitiesCustomer Insights Dashboard - Geographic mapping, segmentation analysis, and customer demographicsProduct Performance Dashboard - Category analysis, supplier comparisons, and conditional formattingEmployee Performance Dashboard - Scatter plots, radar charts, and performance metricsWebsite Traffic Dashboard - Google Analytics 4 integration with traffic analysis and conversion funnelsWeather Dashboard - API integration with real-time weather data and forecastingAdvanced Features (Sections 10-12)Bold AI for automated dashboard creation and stylingUnified AI Assistant for conversational analyticsPublishing workflows and resource managementScheduling, slideshows, and pinboardsMulti-site configurationEnterprise Integration (Sections 13-15)User and group management with granular permissionsDashboard embedding in web applications (PHP/JavaScript)Authentication and authorization implementationCORS policies and security configurationsEmail settings and notification managementWhat You'll MasterTechnical Skills:Bold BI installation on multiple platformsDatabase connections (MySQL, PostgreSQL, SQL Server)API integrations (Google Analytics 4, Weather APIs, custom APIs)15+ widget types including charts, maps, grids, and cardsData expressions and calculated fieldsDashboard interactivity with filters and drill-downsProfessional Dashboards:Data visualization best practicesColor theory and design principlesInteractive storytelling with dataMobile-responsive dashboard layoutsConditional formatting and alertsEnterprise Deployment:Multi-tenant site architectureRole-based access control (RBAC)Embedding dashboards in applicationsAutomated scheduling and distributionSecurity hardening and complianceWho This Course Is ForBusiness Analysts wanting to create impactful visualizations Data Analysts looking to present insights effectively Developers integrating BI into applications IT Professionals deploying enterprise BI solutions Business Owners seeking data-driven decision making Students starting their BI career journey Anyone interested in transforming data into insightsPrerequisitesBasic computer skills and Windows knowledgeFundamental understanding of databases (helpful but not required)No prior BI experience needed - we start from scratch!Access to a Windows machine or cloud VM for installationWhy Choose This Course?Project-Based Learning - Build real dashboards, not just watch tutorials Complete Coverage - From installation to advanced integration Real Databases - Work with actual data sources, not toy datasets Modern AI Features - Learn cutting-edge AI-powered dashboard creation Lifetime Access - Learn at your own pace with permanent access Regular Updates - Course content updated with new Bold BI features Support Community - Get your questions answered in Q&ACourse OutcomesBy the end of this course, you'll be able to:Install and configure Bold BI in production environmentsConnect to multiple data sources including databases and APIsDesign and build professional dashboards from scratchImplement advanced visualizations and interactive featuresManage users, permissions, and multi-site configurationsEmbed dashboards into web applicationsUse AI to accelerate dashboard developmentDeploy and maintain enterprise BI solutionsAdvance Content IncludedSample Northwind database setup on Azure Google Analytics 4 integration templates PHP/JavaScript embedding code samples Dashboard design templates and best practices Security configuration checklistsStart Your BI Journey Today!Transform your career and become a Bold BI expert. Enroll now and start building professional dashboards within hours!30-Day Money-Back Guarantee - If you're not completely satisfied, get a full refund, no questions asked.

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Aprendizado por Reforço: Da Teoria à Prática

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