Yannic Kilcher Courses

CornerNet- Detecting Objects as Paired Keypoints

Explores CornerNet, a novel object detection approach using paired keypoints. Covers corner pooling, heatmap and embedding outputs, loss functions, and experimental results.

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

Synthesizer - Rethinking Self-Attention in Transformer Models

Explores alternative attention mechanisms in Transformer models, proposing the Synthesizer model that learns synthetic attention weights without token-token interactions, showing competitive performance across various NLP tasks.

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

GPT-3 - Language Models Are Few-Shot Learners

Comprehensive analysis of GPT-3's capabilities, exploring its performance on various NLP tasks and discussing its potential impact on AI research and applications.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

DETR - End-to-End Object Detection with Transformers

Explore DETR, a groundbreaking object detection method using Transformers. Learn about its simplified architecture, innovative loss function, and impressive performance in image analysis tasks.

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

When BERT Plays the Lottery, All Tickets Are Winning - Paper Explained

Exploring BERT pruning and the Lottery Ticket Hypothesis, revealing that even pruned components can be fine-tuned for good accuracy in NLP tasks, with implications for model efficiency and knowledge utilization.

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

IMAML- Meta-Learning with Implicit Gradients

Explore an innovative approach to meta-learning that improves computational efficiency through implicit gradients, enabling faster adaptation to new tasks using prior knowledge.

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

PyTorch Sentiment Classifier From Scratch With Huggingface NLP Library - Full Tutorial

Build a sentiment classifier using PyTorch, BERT, and Huggingface's NLP library. Learn to process datasets, tokenize text, create tensors, and implement training steps for an IMDB sentiment analysis model.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Planning to Explore via Self-Supervised World Models - Paper Explained

Explores a novel AI approach for efficient self-supervised learning and rapid adaptation to new tasks, using planning in latent space to seek out uncertainty and maximize information gain.

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

OpenAssistant - ChatGPT's Open Alternative

Explore OpenAssistant, an open-source alternative to ChatGPT. Learn about the project's goals, data collection process, and participate in various AI interaction tasks to improve the system.

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

CICERO- An AI Agent That Negotiates, Persuades, and Cooperates With People

Explore Meta AI's Cicero, an advanced AI agent that excels in Diplomacy by integrating language models with strategic planning to negotiate and cooperate with humans effectively.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

The New AI Model Licenses Have a Legal Loophole - OpenRAIL-M of BLOOM, Stable Diffusion, etc.

Análisis crítico de las licencias de IA responsable, sus limitaciones y posibles consecuencias legales. Explora el dilema entre el uso abierto y las restricciones, proponiendo una alternativa llamada OpenRAIL++.

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

ROME - Locating and Editing Factual Associations in GPT - Paper Explained & Author Interview

Explores mechanisms for storing and editing factual knowledge in GPT models, revealing key roles of mid-layer feed-forward modules and proposing targeted editing techniques with implications for model understanding and control.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Is Stability Turning into OpenAI?

Explore the controversy surrounding Stability AI's actions, including community takeovers, intellectual property disputes, and concerns about openness in AI development.

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

Neural Networks Are Decision Trees - With Alexander Mattick

Exploring the equivalence between neural networks and decision trees, discussing interpretability, computational advantages, and potential collaborations between the two approaches.

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

AlphaTensor by DeepMind Explained

Explore DeepMind's AlphaTensor, a revolutionary AI system that discovers efficient matrix multiplication algorithms, outperforming human-designed methods and advancing computational efficiency across various fields.

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