Social And Emotional Learning Courses

Yannic Kilcher

Enhanced POET - Open-Ended RL Through Unbounded Invention of Learning Challenges and Their Solutions

Explores advancements in open-ended learning algorithms, focusing on Enhanced POET's ability to generate and solve novel challenges, demonstrating significant progress in machine learning automation.

• YouTube
• 16 minutes
• Self-Paced
• Free Video

Yannic Kilcher

SinGAN - Learning a Generative Model from a Single Natural Image

Unconditional generative model learns from a single image to create diverse, high-quality variations. Uses pyramid of GANs to capture patch distribution at multiple scales, enabling flexible image generation and manipulation.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

Yannic Kilcher

Learning World Graphs to Accelerate Hierarchical Reinforcement Learning

Explore hierarchical reinforcement learning using world graphs to accelerate learning in complex environments. Learn about pivotal states, goal-conditioned policies, and efficient task solving.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Yannic Kilcher

Reconciling Modern Machine Learning and the Bias-Variance Trade-Off

Explores the paradox of modern machine learning where complex models can generalize well despite overfitting, introducing the "double descent" risk curve that extends beyond the traditional bias-variance trade-off.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Yannic Kilcher

Imagination-Augmented Agents for Deep Reinforcement Learning

Explore innovative deep reinforcement learning architecture combining model-free and model-based approaches for improved performance and efficiency in complex environments.

• YouTube
• 15 minutes
• Self-Paced
• Free Video

Strange Loop Conference

¡Escuincla Babosa! A Python Deep Learning Telenovela

Explora cómo crear guiones de telenovelas usando redes neuronales y aprendizaje profundo en Python, comparando frameworks como Keras, PyTorch y TensorFlow para generar drama y giros argumentales.

• YouTube
• 37 minutes
• Self-Paced
• Conference Talk

Strange Loop Conference

From Video Games to Fashion - A Machine Learning Journey

Explore machine learning applications in gaming and fashion industries, focusing on consumer behavior prediction using advanced models like CNN, LSTM, and DeepAR for personalized experiences.

• YouTube
• 30 minutes
• Self-Paced
• Conference Talk

Strange Loop Conference

Machine Learning for Personalised Health

Exploring machine learning applications in healthcare for personalized medicine, disease subtyping, and patient stratification. Focuses on probabilistic modeling to uncover heterogeneous disease phenomena and asthma phenotypes.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

Strange Loop Conference

Towards New Deep Learning Abstractions on Top of Existing Frameworks

Explore Nervana Graph, a Python library for efficient neural network implementation across platforms. Learn about its modular design, computational efficiency, and hardware flexibility.

• YouTube
• 32 minutes
• Self-Paced
• Conference Talk

Strange Loop Conference

It's Like Coding in the Dark - The Need for Learning Culture in Engineering Teams

Explore the importance of fostering a learning culture in engineering teams, emphasizing its impact on performance, developer satisfaction, and overall team success.

• YouTube
• 14 minutes
• Self-Paced
• Conference Talk

Linode

Deploy Django to Linode Using a Managed MySQL Database - A Sneak Peek at a New Learning Series

Learn to deploy a Django app on Linode using a managed MySQL database. This tutorial covers repo creation, workflow setup, Django project initialization, virtual environments, and proper testing implementation.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Linode

BeginBot Uses Memes to Trick Viewers into Learning How to Code

Interactive Twitch stream BeginBot combines memes, sound effects, and a virtual economy to engage viewers in learning coding through fun and interactive experiences.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

Hack In The Box Security Conference

Android RATs Detection With a Machine Learning-Based Python IDS

Explore Android RATs detection using machine learning and Python IDS. Learn about dataset creation, Slips IDS implementation, and live demo of RAT activity detection in mobile device network traffic.

• YouTube
• 55 minutes
• Self-Paced
• Conference Talk

Hack In The Box Security Conference

Reputation Systems Against Social Engineering

Explore innovative reputation systems to combat social engineering and opinion manipulation in online environments, enhancing security for individuals and organizations.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Conference Talk

Hack In The Box Security Conference

Improving Unicode Attacks With Deep Learning

Exploración de ataques Unicode mejorados con aprendizaje profundo, creando un diccionario de caracteres confundibles para desarrollar herramientas ofensivas sofisticadas y nuevos procedimientos de prueba de aplicaciones.

• YouTube
• 46 minutes
• Self-Paced
• Conference Talk