Data Science Festival Courses

Maximizing Revenue: A Novel Approach to Optimizing Ad Strategy

Aprenda a otimizar estratégias de anúncios em aplicativos móveis usando ciência de dados para maximizar receitas sem prejudicar a experiência do usuário ou compras no aplicativo.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Helping to Make AI a Force for Good

Explore AI's transformative impact on a century-old company, covering use case development, process automation, and the influence of upcoming AI regulations and standards on ethical AI implementation.

• YouTube
• 38 minutes
• On-Demand
• Free Video

From Zero to Hero: Building an A/B Testing System from Scratch

Learn to build an A/B testing system from scratch, covering bucketing, splitting, feature toggling, and avoiding common pitfalls. Ideal for data analysts, scientists, and developers seeking to drive data-driven decisions.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Maximizing Engagement Through Privacy-Preserving Content Recommendations

Explora cómo Faculty y Springer Nature desarrollaron un sistema de recomendación basado en aprendizaje por refuerzo para generar recomendaciones efectivas sin datos personales, utilizando similitud semántica y modelado de temas.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Building Vector-Powered Products with User Embeddings

Aprenda a usar embeddings vetoriais para criar software envolvente, explicável e seguro. Descubra como a modelagem de usuários serve de base para sistemas de recomendação e detecção de bots.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Leveraging AI to Create Healthier and Safer Online Communities

Explore AI's role in combating online harm, from scams to child abuse. Learn about safety components, evolving threats, and balancing safety with privacy in digital spaces.

• YouTube
• 42 minutes
• On-Demand
• Free Video

7 Steps to Creating a Visually Perfect Dashboard Every Time

Aprenda a criar dashboards visualmente perfeitos em 7 etapas, focando na audiência e estruturando informações de forma eficaz para empresas de diversos setores.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Introduction to Statistics - Key Concepts and Applications

Overview of statistics basics, data types, key terms, and real-world applications. Includes data visualization, summarization techniques, and insights into a statistician's role.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Introduction to SQL - Basics, Schema Objects, and Querying Databases

Introduction to SQL basics, covering schema objects, tables, and key SQL statements. Learn to query databases using SELECT, FROM, WHERE, LIKE, and IN with live examples from a Data Engineer.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Introduction to Reinforcement Learning - Creating AI for Atari Games

Explore reinforcement learning and convolutional neural networks to create AI for winning Atari games. Practical code examples and toolkits like OpenAI's Gym are covered to navigate deep reinforcement learning complexities.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Introduction to R for Data Science

Introducción al lenguaje R para ciencia de datos: exploración, visualización y creación de modelos de clasificación con ejemplos prácticos. Sesión del Data Science Festival Summer School 2021.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Introduction to Python Libraries and Algorithms for Machine Learning

Introducción a bibliotecas de Python y algoritmos para machine learning, incluyendo implementación práctica con Pandas y lógica subyacente de métodos como regresión, clustering y clasificación.

• YouTube
• 1 hour 51 minutes
• On-Demand
• Free Video

Retail Media Science: From Measurement to Optimization

Exploración de la ciencia de medios minoristas: medición, atribución y optimización. Desafíos y soluciones para canales de medios, asignación de presupuesto y modelado de marketing complejo.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Introduction to Natural Language Processing and Deep Learning

Introducción al procesamiento del lenguaje natural y aprendizaje profundo, cubriendo técnicas tradicionales y modernas como Word Embedding y mecanismos de atención, con ejemplos prácticos de aplicaciones comunes.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Introduction to Neural Networks

Introducción a redes neuronales, incluyendo componentes clave, arquitectura y aplicaciones prácticas como clasificación de reseñas y reconocimiento de imágenes. Ejemplos en Python.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video