Research Methods Courses

Yannic Kilcher

XCiT- Cross-Covariance Image Transformers - Facebook AI Machine Learning Research Paper Explained

Explore XCiT, a novel Transformer architecture for computer vision using cross-covariance attention. Learn about its linear complexity, scalability, and performance across various vision tasks.

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

Yannic Kilcher

Efficient and Modular Implicit Differentiation - Machine Learning Research Paper Explained

Explores a unified framework for implicit differentiation in machine learning, enabling automatic differentiation of optimization problems without manual derivations or loop unrolling, with applications in meta-learning and hyperparameter optimization.

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

Yannic Kilcher

Reward Is Enough - Machine Learning Research Paper Explained

Explores the hypothesis that reward maximization drives intelligence development, discussing its implications for AGI and reinforcement learning, with critical analysis and commentary.

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

Yannic Kilcher

Diffusion Models Beat GANs on Image Synthesis - Machine Learning Research Paper Explained

Explore how Diffusion Models outperform GANs in image synthesis, with improved architecture, classifier guidance, and better sample quality while maintaining distribution coverage.

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

Yannic Kilcher

MLP-Mixer - An All-MLP Architecture for Vision - Machine Learning Research Paper Explained

Explores MLP-Mixer, a novel architecture using only multi-layer perceptrons for image classification. Discusses its design, performance, and implications for computer vision beyond CNNs and Transformers.

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

Yannic Kilcher

Emerging Properties in Self-Supervised Vision Transformers - Facebook AI Research Explained

Explore Facebook AI's DINO system, combining self-supervised learning with Vision Transformers for impressive image analysis without labels. Learn about its architecture, methodology, and groundbreaking results in computer vision.

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

Yannic Kilcher

Multimodal Neurons in Artificial Neural Networks - With OpenAI Microscope, Research Paper Explained

Explore multimodal neurons in CLIP model, revealing how AI recognizes concepts across various visual representations. Gain insights into neural networks' inner workings and their ability to process diverse information.

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

Yannic Kilcher

Mastering Atari with Discrete World Models - Machine Learning Research Paper Explained

Explore cutting-edge reinforcement learning with DreamerV2, a model-based AI agent achieving human-level performance on Atari games using discrete world models and latent space predictions.

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

Yannic Kilcher

TransGAN - Two Transformers Can Make One Strong GAN - Machine Learning Research Paper Explained

Explore TransGAN, a novel approach using transformers for image generation. Learn about its architecture, key techniques, and competitive performance in various datasets.

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

Analytics Mania - Google Tag Manager & Analytics

Track Single Page Applications with Google Tag Manager and Google Analytics 4 - 3 Methods

Learn three methods to effectively track single page applications using Google Tag Manager and Google Analytics 4, ensuring accurate pageview data for websites built with modern frameworks like React or Angular.

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

Code With Dary

Must Know Collection Methods in Laravel - How to Use Collections in Laravel

Explore 12 essential Laravel collection methods, enhancing your ability to manipulate and transform data efficiently in PHP applications.

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

CAE in Cybersecurity Community

INSuRE - Information Security Research and Education

Explore the history, evolution, and future of INSuRE, a cybersecurity research and education program, including its mission, challenges, and impact on students and government agencies.

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

CAE in Cybersecurity Community

Information Security Research and Education - Susanne Wetzel and Agnes Chan

Overview of INSuRE program: mission, execution, benefits, challenges, and future aspirations in information security research and education collaboration between universities and government agencies.

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

Association for Computing Machinery (ACM)

National Research Data Infrastructure - Keynote

Explore the National Research Data Infrastructure, covering FAIR principles, consortiums, and industry collaboration in the context of open science and data management.

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

Association for Computing Machinery (ACM)

Built for Profit, Repurposed for Research - Using Advertising APIs to Collect Social Media Data

Explore innovative methods for collecting social media data using advertising APIs, focusing on Facebook's audience estimates for research in migration, poverty mapping, and digital gender gaps.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video