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#Diffusion Models

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Diffusion Models - PyTorch Implementation

1 rewiews
Learn to implement and train diffusion models in PyTorch, covering unconditional and conditional versions, classifier-free guidance, and exponential moving average. Gain hands-on experience with state-of-the-art generative AI techniques.
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10 Lesons
22 minutes
On-Demand
Free-Video
Stanford University

Stanford CS236: Deep Generative Models - Score Based Diffusion Models - Lecture 16

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Explore score-based diffusion models in deep generative modeling, covering theoretical foundations and practical applications in AI and machine learning.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Stanford University

Deep Generative Models - Diffusion Models for Discrete Data - Lecture 18

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Explore diffusion models for discrete data in this Stanford lecture, covering advanced techniques in deep generative modeling for AI applications.
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1 Lesons
1 hour
On-Demand
Free-Video
Yale University

Horizontal Transport in Atmospheric Mixing - Lecture 8

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Explore atmospheric pollutant mixing through confined, unconfined, and wind-influenced scenarios. Learn about diffusion, wind effects, and temperature changes with altitude in this comprehensive lecture.
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5 Lesons
42 minutes
On-Demand
Free-Video
Yale University

Deep Learning with Diffusion & Large Models

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Explore cutting-edge deep learning techniques for CT reconstruction, focusing on diffusion models and large-scale neural networks to enhance image quality and diagnostic accuracy.
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1 Lesons
23 minutes
On-Demand
Free-Video
Yale University

Fast Uncertainty Estimation and Diffusion Models in PET

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Explore fast uncertainty estimation techniques and diffusion models for PET imaging, enhancing medical diagnostics and research applications.
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1 Lesons
18 minutes
On-Demand
Free-Video
NPTEL

Physics - Nonequilibrium Statistical Mechanics

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Explore advanced concepts in nonequilibrium statistical mechanics, including Langevin models, linear response theory, Fokker-Planck equations, and critical phenomena, with practical applications and quizzes.
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36 Lesons
1 day 9 hours
On-Demand
Free-Video
NPTEL

Biophysical Chemistry

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Explore protein structure, folding mechanisms, and biophysical techniques. Gain insights into forces driving protein stability, denaturation processes, and experimental methods for studying protein dynamics.
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43 Lesons
1 day 15 hours
On-Demand
Free-Video
University of Central Florida

Imagen: Text-to-Image Generation Using Diffusion Models - Lecture 9

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Explore Imagen, a text-to-image diffusion model, covering its architecture, efficiency improvements, and key techniques like thresholding and upsampling.
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14 Lesons
29 minutes
On-Demand
Free-Video
Outlier

Diffusion Models and Score-Based Generative Models Explained - From Scratch

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Dive into a comprehensive 38-minute video lecture on Diffusion Models, exploring them through the lens of Score-Based Generative Models. Gain a deeper intuition for diffusion models, visualize key concepts, and understand the connections between differen…
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11 Lesons
38 minutes
On-Demand
Free-Video
Broad Institute

Diffusion Models Towards High-Dimensional Generative Optimization

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Explore diffusion models for high-dimensional generative optimization in AI, focusing on biomedical applications and machine learning advancements.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Broad Institute

Protein Design with Generative Diffusion Models

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Explore generative diffusion models for protein design, covering theoretical foundations and applications in sequence and structure generation for optimized engineering and biological insights.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Graph Signal Diffusion Model for Collaborative Filtering - Tutorial 2.2

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Explore graph signal diffusion models for collaborative filtering in recommendation systems, enhancing predictive accuracy and user experience.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity

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Explore collaborative filtering using diffusion models, unveiling high-order connectivity potential in recommendation systems for enhanced user experiences.
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1 Lesons
16 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Diffusion Models for Generative Outfit Recommendation - Session T2.2

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Explore innovative diffusion models for generative outfit recommendations, enhancing personalized fashion suggestions through advanced machine learning techniques.
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1 Lesons
12 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Generative AI Models Through the Lens of Dense Associative Memory

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Explore Dense Associative Memories and their relationship to transformers and diffusion models. Gain insights into energy-based modeling and the memorization-generalization transition in AI.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Simons Institute

How Well Does Diffusion Model Generate? Exploring Generalization in Emerging Settings

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Explore the capabilities and limitations of diffusion models in generative tasks, focusing on emerging generalization settings and their implications.
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1 Lesons
57 minutes
On-Demand
Free-Video
Simons Institute

Generalization in Diffusion Models Arises from Geometry-Adaptive Harmonic Representations

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Uncover the geometric foundations of diffusion models' generalization capabilities through adaptive harmonic representations in this insightful exploration.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Valence Labs

Derivative-Free Guidance in Continuous and Discrete Diffusion Models

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Explore derivative-free guidance in diffusion models for optimizing AI-generated designs while preserving naturalness. Learn about a new iterative sampling method integrating soft value functions into pre-trained models.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video

Kinetics - Reactor Design: Kinetic Mechanisms

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Explore kinetic mechanisms in chemical engineering, covering topics like polymerization, enzyme reactions, and catalysis. Learn to derive rate expressions and analyze diffusion effects.
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23 Lesons
2 hours 30 minutes
On-Demand
Free-Video

AQA Biology Paper 1 - Revision Playlist for Combined and Separate Science GCSE

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Comprehensive GCSE Biology revision covering cell structure, organization, infection response, and bioenergetics. Includes quick-fire questions, practical experiments, and exam preparation for AQA 9-1 syllabus.
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23 Lesons
5 hours
On-Demand
Free-Video

Grade 9 Biology - Cell Biology

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Explore cell biology fundamentals including microscopy, cell theory, specialization, and transport mechanisms like diffusion, osmosis, and active transport.
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6 Lesons
3 hours 30 minutes
On-Demand
Free-Video
ICTP-SAIFR

Computational Methods for Simulating and Analyzing Population Dynamics - Class 19

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Explore computational methods for simulating and analyzing population dynamics, including density, numerical solutions, aging, and diffusion.
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9 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Banach Center

Interdiffusion in Solids

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Zgłęb zjawisko interdyfuzji w ciałach stałych, analizując procesy i mechanizmy transportu masy w materiałach.
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1 Lesons
28 minutes
On-Demand
Free-Video
CIMPA UCR

New Banach Spaces-Based Fully-Mixed Finite Element Methods for Pseudostress-Assisted Diffusion

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Explora nuevos métodos de elementos finitos mixtos para difusión asistida por pseudoestrés, basados en espacios de Banach.
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1 Lesons
25 minutes
On-Demand
Free-Video
Medicosis Perfectionalis

The Sodium-Potassium ATPase Pump

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Explore the intricate workings of the Sodium-Potassium ATPase Pump, its role in active transport, and related membrane transport mechanisms in this concise yet comprehensive video.
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5 Lesons
13 minutes
On-Demand
Free-Video
North Carolina School of Science and Mathematics

Dispersion Modeling for Pollution Plumes and Concentration

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Explore pollution plume modeling, diffusion, advection, and concentration calculations. Learn about dispersion equations, empirical values, and contour plots for environmental analysis.
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8 Lesons
22 minutes
On-Demand
Free-Video
Google TechTalks

Differentially Private Synthetic Data Generation via Foundation Model APIs

0 rewiews
Explore generating high-quality differentially private synthetic data using foundation model APIs, overcoming challenges and achieving state-of-the-art results without accessing model weights.
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15 Lesons
56 minutes
On-Demand
Free-Video
Google TechTalks

Differentially Private Diffusion Models

0 rewiews
Explore privacy-preserving machine learning with differentially private diffusion models, optimizing design for sensitive data and enhancing performance through public pre-training.
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1 Lesons
45 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Generating High-Fidelity HI Maps Using Score-Based Diffusion Models - Sultan Hassan

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Exploring score-based diffusion models to generate high-fidelity HI maps, discussing applications in astrostatistics and machine learning for galaxy formation and evolution studies.
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8 Lesons
27 minutes
On-Demand
Free-Video
Joint Mathematics Meetings

The Mathematics of Life - Making Diffusion Your Friend

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Explore how diffusion processes in biology can be modeled mathematically, with insights from a leading expert in mathematical biology and biophysics.
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1 Lesons
46 minutes
On-Demand
Free-Video
Valence Labs

Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations

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Explore score-based generative modeling for graphs using stochastic differential equations. Learn about graph diffusion, forward and reverse processes, and applications in molecule generation.
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11 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Isaac Newton Institute for Mathematical Sciences

Managing Bottlenecks Using Diffusion and Reflection

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Explore bottleneck management through diffusion and reflection in this lecture by Professor Ruth Williams, addressing stochastic systems and anomalous diffusion.
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1 Lesons
1 hour
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Inspection Paradox Approach to Stochastic Resetting

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Explore the inspection paradox and its application to stochastic resetting in random processes, from diffusion to animal foraging, using elementary mathematical tools.
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13 Lesons
46 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Finite Volume Method for Convection and Diffusion - Discretization of Steady Convection Equation

0 rewiews
Explore discretization techniques for steady convection equations, focusing on upwind difference schemes and accuracy analysis for convection-diffusion problems.
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9 Lesons
45 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Finite Volume Method for Convection and Diffusion: Discretization of Steady and Unsteady Convection Equations

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Explore numerical methods for convection-diffusion equations, focusing on finite volume discretization, dispersion, and modified equation analysis.
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1 Lesons
43 minutes
On-Demand
Free-Video
Probabilistic AI School

SDEs Are All You Need for Latent Variable Models

0 rewiews
Explore stochastic differential equations for latent variable models, focusing on applications in probabilistic AI and machine learning.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Global Solutions to Quadratic Systems of Stochastic Reaction-Diffusion

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Explorez les solutions globales des systèmes quadratiques de réaction-diffusion stochastique en dimension deux, avec un accent sur les perturbations à quatre espèces.
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1 Lesons
45 minutes
On-Demand
Free-Video
Nucly • Photoshop and Creative Design Training

Optics by Boris FX - Comprehensive Review and Tutorial

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Comprehensive tutorial on Optics plugin by Boris FX for Photoshop, covering workspace, filters, effects, and integration into compositing workflow. Includes tips, tricks, and instructor's insights on the software.
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16 Lesons
1 hour 59 minutes
On-Demand
Free-Video
The Organic Chemistry Tutor

Gas Laws - Equations and Formulas

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Comprehensive overview of gas laws, equations, and formulas in chemistry, covering pressure, temperature, volume relationships, kinetic energy, and molecular behavior of gases.
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20 Lesons
1 hour
On-Demand
Free-Video
International Centre for Theoretical Sciences

Soft and Biological Matter - Introduction to States and Structures in Living Systems - Lecture 1

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Explore the intersection of biology and physics, covering topics from molecular evolution to ecology. Learn about physical constraints, evolutionary outcomes, and mathematical models in living systems.
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23 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Message Passing Neural Networks for Atomistic Systems - Materials - IPAM at UCLA

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Explore message passing neural networks for atomistic systems, focusing on thermal transport simulations and diffusion in materials science, with practical examples and convergence tests.
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10 Lesons
25 minutes
On-Demand
Free-Video
Fields Institute

Ticks and Fire - Exploring the Effects of Prescribed Fire on Tick-Borne Disease

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Explore the impact of prescribed fire on tick-borne diseases through mathematical modeling, data analysis, and spatial considerations in this seminar on ecological disease management.
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22 Lesons
52 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Polymer Material Design for Gas Separations - Lecture 2

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Explore polymer material design for gas separations, focusing on advanced techniques and applications in membrane technology for efficient molecular separation processes.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
GEO GIRL

The Key to Geologic Dating - Understanding Initial Isotope Composition in Rocks

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Explore the intricacies of geologic dating, focusing on isotope behavior in Earth's interior. Learn about diffusion, compatible elements, and techniques for accurate age determination of rocks.
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18 Lesons
28 minutes
On-Demand
Free-Video
AGU

All About Olivine - Crystallography, Hydration, and Geochemistry

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Comprehensive exploration of olivine's properties, including crystal orientation, water content, defects, and trace elements. Covers advanced research techniques and implications for mantle dynamics and magma processes.
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30 Lesons
1 hour 46 minutes
On-Demand
Free-Video
AGU

Space, Time, and Transport in Petrology and Geochemistry - Lecture 1

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Explore cutting-edge research on diffusion, isotope exchange, and crystal growth in petrology and geochemistry. Gain insights into magma dynamics, metamorphism, and crust formation from leading experts.
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1 Lesons
2 hours 8 minutes
On-Demand
Free-Video
Dr. Najeeb Lectures

Cell Membrane Transport Mechanisms in Cell Biology

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Comprehensive exploration of cell membrane transport mechanisms, covering passive and active transport, protein-mediated processes, and vesicular transport, with detailed examples and characteristics.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
1 Minute Biology

Transport Across Cell Membranes - Passive and Active Transport, Osmosis

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Explore passive and active transport mechanisms, including osmosis, across cell membranes in this concise biology lesson.
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1 Lesons
31 minutes
On-Demand
Free-Video
Medicosis Perfectionalis

Physiology Introduction: Cell Membrane, Diffusion, Osmosis, and Transport Mechanisms

0 rewiews
Comprehensive overview of cell membrane physiology, covering homeostasis, fluid compartments, transport mechanisms, and cellular structures. Ideal for medical students and biology enthusiasts.
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1 Lesons
53 minutes
On-Demand
Free-Video
Valence Labs

PepFlow: Direct Conformational Sampling From Peptide Energy Landscapes

0 rewiews
Explore PepFlow, a deep learning approach for direct conformational sampling of peptides. Learn about its modular design, hypernetwork integration, and applications in drug discovery.
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10 Lesons
56 minutes
On-Demand
Free-Video
Valence Labs

DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking

0 rewiews
Explore DiffDock, a novel diffusion-based approach to molecular docking that outperforms traditional and deep learning methods in predicting ligand-protein binding structures for drug design.
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11 Lesons
57 minutes
On-Demand
Free-Video
Valence Labs

Equivariant 3D-Conditional Diffusion Models for Molecular Linker Design

0 rewiews
Explore equivariant 3D-conditional diffusion models for molecular linker design in drug discovery. Learn about DiffLinker's innovative approach to connecting multiple fragments and its applications in real-world scenarios.
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14 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Metaplex Networks: Influence of Exo-Endo Structure on Diffusion in Complex Systems

0 rewiews
Explore super diffusion in complex systems, focusing on metaplex networks and their impact on diffusion processes through fractional modeling and real-world examples.
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25 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Valence Labs

Designing DNA with Tunable Regulatory Activity Using Discrete Diffusion

0 rewiews
Explore DNA Discrete Diffusion (D3) for engineering regulatory DNA sequences with targeted functional activity levels. Learn about its advantages, evaluation metrics, and applications in functional genomics.
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9 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Data Science Conference

Optimizing Workloads with Transformers and Diffusers

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Discover how Transformers and Diffusers architectures can optimize workloads, enhance efficiency, and revolutionize both natural language processing and computer vision applications in deep learning.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Discover AI

Symmetry Breaking in AI Diffusion Models - Dynamical Regimes and Optimization

0 rewiews
Explore groundbreaking research on symmetry breaking patterns in AI diffusion models and their impact on optimization and transformation processes.
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1 Lesons
33 minutes
On-Demand
Free-Video
Discover AI

Diffusion Transformer and Rectified Flow in Stable Diffusion 3

0 rewiews
Dive into the mechanics of Diffusion Transformers, exploring noise distribution, latent space dimensionality, and the innovative Rectified Flow technology powering next-gen AI image generation.
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1 Lesons
33 minutes
On-Demand
Free-Video
Discover AI

Stable Diffusion XL Theory and Code with Shape-Shifting ControlNet

0 rewiews
Dive into the advanced mechanics of SDXL and ControlNet, exploring text-to-image diffusion models and shape-shifting techniques for synthetic image manipulation.
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1 Lesons
41 minutes
On-Demand
Free-Video
AI Bites

Lumiere: Space-Time Diffusion Model for Text-to-Video Generation

0 rewiews
Dive into Google's Lumiere text-to-video model, exploring its innovative space-time UNet architecture and MultiDiffusion design for creating temporally consistent video generation.
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9 Lesons
11 minutes
On-Demand
Free-Video
AI Bites

Stable Video Diffusion: Model Architecture and Training Pipeline

0 rewiews
Dive into the technical architecture and training methodology of Stable Video Diffusion, exploring its three-stage process, data curation pipeline, and practical applications in AI-powered video generation.
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19 Lesons
14 minutes
On-Demand
Free-Video
Discover AI

Reinforcement Learning-Based Fine-Tuning of Diffusion Models for Drug Discovery

0 rewiews
Dive into advanced reinforcement learning techniques for fine-tuning diffusion models, focusing on accelerated drug discovery, bioinformatics, and molecular compound predictions.
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1 Lesons
43 minutes
On-Demand
Free-Video
Data Science Courses

Denoising Diffusion Probabilistic Models and Generative Moment Matching Networks - Lecture 17

0 rewiews
Delve into diffusion models and DDPMs, exploring progressive data refinement techniques and generative moment matching networks using Maximum Mean Discrepancy for distribution analysis.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Yannic Kilcher

NeurIPS 2023 Poster Session 4 - Highlights in Machine Learning Research

0 rewiews
Explore cutting-edge machine learning research in temporal action segmentation, test-time adaptation, recurrent neural networks, dictionary learning, equivariant adaptation, cross-task generalization, and adversarial learning.
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8 Lesons
58 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

MagicAnimate: Temporally Consistent Human Image Animation Using Diffusion Model - Full Tutorial

0 rewiews
Learn to create temporally consistent human image animations using Magic Animate, DensePose, and CodeFormer. Master installation, video processing, and face restoration techniques for high-quality AI-driven animations.
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24 Lesons
29 minutes
On-Demand
Free-Video
Serrano.Academy

Stable Diffusion - Building Amazing Images with AI

0 rewiews
Explore Stable Diffusion AI for image creation, covering embeddings, diffusion models, and practical examples. Learn to generate stunning visuals from text prompts.
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10 Lesons
45 minutes
On-Demand
Free-Video
Steve Brunton

New Advances in Artificial Intelligence and Machine Learning - Lecture 3

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Explore cutting-edge AI and ML advancements, including generative models, reinforcement learning, and computer vision. Gain insights into the capabilities and applications of modern machine learning technologies.
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13 Lesons
28 minutes
On-Demand
Free-Video
USC Information Sciences Institute

Diffusion, Probability, and the Age of Creative AI

0 rewiews
Explore diffusion models in AI art generation, their information-theoretic foundation, and improvements in density estimation, interpretability, and sampling speed.
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1 Lesons
58 minutes
On-Demand
Free-Video
GAIA

Explaining Stable Diffusion for Machine Learning Engineers

0 rewiews
Dive deep into stable diffusion concepts, exploring diffusion models, training processes, text conditioning, and latent diffusion for machine learning engineers.
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8 Lesons
38 minutes
On-Demand
Free-Video
Simons Institute

Towards Understanding Generalization Properties of Score-Based Losses

0 rewiews
Explore score-based losses as alternatives to maximum likelihood in generative models, examining their statistical efficiency and connections to diffusion algorithms for improved model design.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Conf42

Decoding Algorithmic Artistry: Visual Generative AI

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Explore visual generative AI, from diffusion models to future implications. Gain insights on current research, limitations, and navigating AI growth in this comprehensive overview.
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11 Lesons
25 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

Diffusion Models Beat GANs on Image Synthesis - ML Coding Series - Part 2

0 rewiews
Explore diffusion models for image synthesis, focusing on classifier guidance, training, and sampling techniques. Includes code walkthrough and paper analysis.
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14 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

OpenAI GLIDE - Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

0 rewiews
Explore OpenAI's GLIDE model for photorealistic image generation and editing using text-guided diffusion models, outperforming DALL-E with advanced techniques and impressive results.
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13 Lesons
53 minutes
On-Demand
Free-Video
Yannic Kilcher

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

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Explore how Diffusion Models outperform GANs in image synthesis, with improved architecture, classifier guidance, and better sample quality while maintaining distribution coverage.
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9 Lesons
55 minutes
On-Demand
Free-Video
HuggingFace

Food for Diffusion

0 rewiews
Explore advanced diffusion techniques with Stable Diffusion co-creator Patrick Esser, covering compositional structures, texture generation, and innovative training methods for next-gen models.
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12 Lesons
34 minutes
On-Demand
Free-Video
Prodramp

Diffusion Models - Google Colab Experimentation with Code and Prebuilt Models - Part 2

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Hands-on exploration of Diffusion Models using Google Colab, covering probabilistic implementations and prebuilt models. Includes code examples and practical demonstrations of the denoising process.
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13 Lesons
21 minutes
On-Demand
Free-Video
Nicholas Renotte

Exploring the New Hugging Face Diffusers Package - Diffusion Models With Python

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Dive into Hugging Face Diffusers for Python, exploring diffusion models and their applications in deep learning. Gain hands-on experience with this powerful package for AI-driven image generation.
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1 Lesons
28 minutes
On-Demand
Free-Video
Yannic Kilcher

Tree-Ring Watermarks - Fingerprints for Diffusion Images That Are Invisible and Robust

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Explores a novel watermarking technique for diffusion models that embeds invisible, robust fingerprints in generated images, discussing its implementation, effects, and potential applications beyond copyright protection.
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9 Lesons
36 minutes
On-Demand
Free-Video
Yannic Kilcher

GLIDE- Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

0 rewiews
Explore GLIDE, a text-guided diffusion model for photorealistic image generation and editing. Learn about diffusion models, conditional generation, and guided diffusion techniques for high-quality image synthesis.
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7 Lesons
42 minutes
On-Demand
Free-Video
James Briggs

Hugging Face Just Released Diffusers - For Models Like DALL-E 2 and Imagen

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Explore Hugging Face's new Diffusers library for accessible, open-source image generation using advanced AI models like DALL-E 2 and Imagen.
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1 Lesons
16 minutes
On-Demand
Free-Video
Open Data Science

Denoising Diffusion-Based Generative Modeling

0 rewiews
Explore diffusion-based generative modeling, its advantages over other approaches, and applications in image generation and inverse problems. Learn about score functions, training methods, and recent advancements.
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20 Lesons
48 minutes
On-Demand
Free-Video
Prodramp

Text to Image AI Models - Different Methodologies and How It Works

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Explore various AI methodologies for text-to-image generation, including Autoregressive models, GANs, VQ-VAE Transformers, and Diffusion models. Learn their inner workings and compare advanced systems like DALL-E 2 and Google Imagen.
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18 Lesons
18 minutes
On-Demand
Free-Video
Alexander Amini

Deep Generative Modeling

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Explore deep generative modeling, including autoencoders, VAEs, GANs, and diffusion models. Learn about latent variables, training techniques, and recent advances in generative AI.
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17 Lesons
1 hour
On-Demand
Free-Video
Outlier

Diffusion Models - Paper Explanation - Math Explained

0 rewiews
Comprehensive explanation of diffusion models, covering theory, architecture, math derivation, algorithms, improvements, and results. Includes comparisons to other methods and references to state-of-the-art applications.
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8 Lesons
33 minutes
On-Demand
Free-Video
Paul G. Allen School

Allen School Colloquium - GRAIL Research Lab Presentations

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Explore cutting-edge research in computer graphics, vision, and robotics. Topics include CAD debugging, virtual try-on, spatial audio, and AR-based robot learning, showcasing innovative solutions to complex challenges.
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1 Lesons
55 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

PixArt-α: Open Source Text-to-Image Model - Installation and Usage Tutorial

0 rewiews
Explore PixArt-α, an open-source text-to-image model rivaling Midjourney. Learn installation, usage, and comparison with other models. Discover its superior capabilities in various art styles and prompt following.
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30 Lesons
30 minutes
On-Demand
Free-Video
Fields Institute

Renormalization Group Flow, Optimal Transport, and Diffusion Models

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Explore connections between renormalization group flow, optimal transport, and diffusion models in applied mathematics, with insights from Harvard researcher Jordan Cotler.
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1 Lesons
47 minutes
On-Demand
Free-Video
Yannic Kilcher

Lumiere: Space-Time Diffusion Model for Video Generation

0 rewiews
Explore Google's Lumiere, a text-to-video AI model using Space-Time U-Net architecture for coherent motion synthesis. Learn about its innovative approach, applications, and societal impact.
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8 Lesons
54 minutes
On-Demand
Free-Video
Alexander Amini

Deep Generative Modeling - MIT 6.S191 Lecture 4

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Explore deep generative modeling, including autoencoders, VAEs, GANs, and recent advances. Learn about latent variables, training techniques, and applications in AI-driven content creation and data analysis.
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15 Lesons
56 minutes
On-Demand
Free-Video
Simons Institute

From Entropy to Artistry: Thermodynamics and Generative AI

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Explore connections between diffusion models and physics, focusing on non-equilibrium thermodynamics and its applications in image/video generation and climate modeling.
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1 Lesons
55 minutes
On-Demand
Free-Video
USENIX

Approximate Caching for Efficiently Serving Text-to-Image Diffusion Models

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Innovative caching technique for text-to-image generation, reducing GPU compute, latency, and costs while maintaining quality. Explores real-world applications and performance improvements.
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1 Lesons
17 minutes
On-Demand
Free-Video
Valence Labs

Fine-tuning Flow and Diffusion Generative Models

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Explore reward fine-tuning for dynamical generative models through stochastic optimal control, featuring a novel Adjoint Matching algorithm for improved consistency and realism.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Valence Labs

Discrete Flow Matching for High-Dimensional Discrete Data Generation

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Explore Discrete Flow Matching for generating high-dimensional discrete data. Learn about probability paths, sampling techniques, and improved generative perplexity in AI applications.
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4 Lesons
1 hour 34 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Deep Generative Models in Medicine - CGSI 2023

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Explore deep generative models in medicine, covering robustness, interpretability, missing data, language models, and diffusion techniques for improved medical applications and research.
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23 Lesons
32 minutes
On-Demand
Free-Video
Valence Labs

Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion

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Explore Diffusion Forcing, a novel training paradigm combining next-token prediction and full-sequence diffusion for enhanced sequence generation and decision-making in AI applications.
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4 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Valence Labs

Score Matching via Differentiable Physics

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Explore score matching via differentiable physics for inverse problems. Learn about combining physics operators with stochastic differential equations to generate plausible trajectories towards given end states.
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11 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Valence Labs

D-Flow: Differentiating through Flows for Controlled Generation

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Explore D-Flow framework for controlled generation in AI models, optimizing source points through flow differentiation. Learn applications in inverse problems and conditional generation.
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7 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Valence Labs

Mosaic-SDF for 3D Generative Models

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Explore Mosaic-SDF, a novel 3D shape representation for generative models. Learn its design principles, preprocessing, and application in flow matching for efficient 3D generation.
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7 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Valence Labs

Diffusion Models for Sampling Rare Events in Chemistry

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Explore advanced diffusion models for generating transition state structures in chemical reactions, accelerating reaction mechanism discovery and network exploration.
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6 Lesons
48 minutes
On-Demand
Free-Video
Valence Labs

MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation

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Explore MultiDiffusion: a framework for controllable image generation using pre-trained diffusion models. Learn about panorama creation, high-resolution outputs, and versatile user controls without retraining.
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6 Lesons
1 hour 4 minutes
On-Demand
Free-Video