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#Generative 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
University of Central Florida

Stable Diffusion

2 rewiews
Explore latent diffusion models for AI image generation, including unconditional generation and super-resolution techniques.
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13 Lesons
30 minutes
On-Demand
Free-Video
Stanford University

Denoising Diffusion Models for Denoising Diffusion MRI - Tiange Xiang

0 rewiews
Explore innovative self-supervised denoising techniques for diffusion MRI using denoising diffusion models. Learn about a three-stage framework integrating statistic-based theory for improved medical imaging quality.
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26 Lesons
40 minutes
On-Demand
Free-Video
Stanford University

Deep Generative Models - Autoregressive Models - Lecture 3

0 rewiews
Explore autoregressive models in deep learning, focusing on their architecture, training, and applications in generating sequential data like text and images.
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1 Lesons
1 hour 21 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
Stanford University

Deep Generative Models - Lecture 6: Variational Autoencoders

0 rewiews
Explore Variational Autoencoders (VAEs) in deep generative modeling, covering theoretical foundations and practical applications in this Stanford lecture by Prof. Stefano Ermon.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Stanford University

Deep Generative Models - Energy Based Models - Lecture 11

0 rewiews
Explore energy-based models in deep learning, their applications, and theoretical foundations. Gain insights from Stanford's expert on advanced generative modeling techniques.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Stanford University

From Large Language Models to Large Multimodal Models - Stanford CS25 - Lecture 4

0 rewiews
Explore the evolution from large language models to multimodal AI, focusing on CogVLM and CogAgent. Learn about integrating visual perception with language capabilities and future research directions.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video
Massachusetts Institute of Technology

Deep Learning in Life Sciences - Spring 2021

0 rewiews
Explore cutting-edge applications of deep learning in genomics, drug design, protein folding, pathology, and neuroscience. Gain insights into AI's transformative potential in life sciences research and healthcare.
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22 Lesons
1 day 7 hours
On-Demand
Free-Video
Santa Fe Institute

Swimming Without a Lifeguard in the Ocean of Ideas - Abstraction and Unsupervised Deep Learning

0 rewiews
Explore unsupervised deep learning techniques for discovering hierarchical latent feature spaces, improving interpretability and performance in downstream tasks, and bridging neural and symbolic learning systems.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
New York University (NYU)

Generative Models for Image Synthesis

0 rewiews
Explore cutting-edge generative models for image synthesis, translation, and defect detection. Learn about GANs, unsupervised techniques, and interactive applications in this advanced AI seminar.
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14 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Broad Institute

PROTPARDELLE: An All-Atom Protein Generative Model - Broad Institute Machine Learning in Drug Discovery Symposium 2023

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Explore PROTPARDELLE, an all-atom protein generative model, presented by Stanford's Possu Huang at the Broad Institute's Machine Learning in Drug Discovery Symposium.
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1 Lesons
22 minutes
On-Demand
Free-Video
Simons Institute

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

0 rewiews
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
Serrano.Academy

Generative Models

0 rewiews
Explore denoising autoencoders, VAEs, GANs, and RBMs in this comprehensive introduction to generative models, covering key concepts and applications in machine learning.
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3 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Alexander Amini

Deep Generative Modeling

0 rewiews
Explore deep generative modeling, including autoencoders, VAEs, and GANs. Learn about latent variables, representation learning, and applications in image generation and domain transformation.
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23 Lesons
44 minutes
On-Demand
Free-Video
Alexander Amini

Beyond Deep Learning - Learning+Reasoning

0 rewiews
Explore advanced AI concepts beyond deep learning, focusing on integrating reasoning with learning for more robust and interpretable systems in this IBM Research lecture.
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8 Lesons
32 minutes
On-Demand
Free-Video
Alexander Amini

Introduction to Deep Learning - MIT 2018

0 rewiews
Explore foundations of deep learning, including perceptrons, neural networks, loss functions, and optimization techniques. Gain insights into training challenges and strategies for effective model development.
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31 Lesons
43 minutes
On-Demand
Free-Video
Institute for Advanced Study

Steps Towards More Human-Like Learning in Machines - Josh Tenenbaum

0 rewiews
Explore how machines can achieve more human-like learning through probabilistic programming, intuitive psychology, and simulation engines. Discover insights on core knowledge and one-shot learning in AI.
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51 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Institute for Advanced Study

Your Brain on Energy-Based Models - Applying and Scaling EBMs to Problems

0 rewiews
Explore energy-based models in machine learning, covering applications, scaling techniques, and their impact on classification, calibration, and robustness in AI systems.
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10 Lesons
45 minutes
On-Demand
Free-Video
Ekoparty Security Conference

Hacking and Artificial Intelligence: A 9-Year Research Journey - Red Team Perspective

0 rewiews
Exploración de 9 años sobre IA en ciberseguridad: desde detección de malware hasta modelos generativos, abordando aspectos defensivos y ofensivos con demostraciones prácticas y análisis de implicaciones éticas.
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1 Lesons
51 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 01

0 rewiews
Explore multimodal generative networks in vision and image processing with Professor Luiz Velho. Gain insights into cutting-edge techniques and applications in this field.
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1 Lesons
58 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 12

0 rewiews
Explore multimodal generative networks with Professor Luiz Velho. Gain insights into advanced vision and image processing techniques in this graduate-level lecture.
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1 Lesons
52 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 08

0 rewiews
Explore multimodal generative networks with Professor Luiz Velho. Gain insights into advanced vision and image processing techniques in this graduate-level lecture.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 14

0 rewiews
Explore multimodal generative networks in vision and image processing with Professor Luiz Velho. Gain insights into advanced techniques and current trends in this field.
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1 Lesons
1 hour
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 19

0 rewiews
Explore multimodal generative networks with Professor Luiz Velho, delving into advanced concepts in vision and image processing for cutting-edge applications.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 10

0 rewiews
Explore multimodal generative networks with Professor Luiz Velho in this advanced vision and image processing lecture from IMPA's master's program.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 23

0 rewiews
Explore multimodal generative networks with Professor Luiz Velho. Gain insights into advanced vision and image processing techniques in this graduate-level lecture.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 02

0 rewiews
Explore multimodal generative networks with Professor Luiz Velho. Gain insights into advanced vision and image processing techniques in this graduate-level lecture.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 22

0 rewiews
Explore multimodal generative networks in vision and image processing with Professor Luiz Velho. Gain insights into advanced techniques and current trends in this field.
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1 Lesons
50 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 07

0 rewiews
Explore multimodal generative networks with Professor Luiz Velho in this advanced vision and image processing lecture from IMPA's master's program.
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1 Lesons
42 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Fundamentals and Trends in Vision and Image Processing - Multimodal Generative Networks - Aula 25

0 rewiews
Explore multimodal generative networks in vision and image processing with Professor Luiz Velho. Gain insights into advanced techniques for creating and manipulating visual content.
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1 Lesons
16 minutes
On-Demand
Free-Video
Simons Institute

Equilibrium Computation and Machine Learning

0 rewiews
Exploring the intersection of Game Theory and Machine Learning, focusing on equilibrium computation challenges and opportunities for advancing both fields.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Signal Recovery with Generative Priors - SIAM-IS Virtual Seminar

0 rewiews
Explore signal recovery using generative priors in imaging, discussing neural network models, recovery guarantees, and applications in compressed sensing and phase retrieval.
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1 Lesons
1 hour 3 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
HuggingFace

This and That: Language-Gesture Conditioning of Visual Generative Models for Robotics - Tech Talk #7

0 rewiews
Explore visual generative models, language-gesture conditioning, and video-to-robot action in this tech talk on advanced machine learning for robotics, featuring research insights and future directions.
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7 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Reverse-Engineering Neural and Cognitive Representations with Multilevel Computational Theories

0 rewiews
Explore reverse-engineering neural and cognitive representations using multilevel computational theories. Uncover algorithms behind cognitive abilities and neural object representations in the brain.
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1 Lesons
41 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Modeling Hierarchies of Sound for Audio Source Separation and Generation - 2024 JSALT

0 rewiews
Explore hierarchical sound modeling for audio source separation and generation. Learn about extracting components, controlling models, detecting data memorization, and building interpretable controls.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Snorkel AI

Generating Synthetic Tabular Data that is Differentially Private

0 rewiews
Explore approaches to applying differential privacy in generating synthetic tabular data, including measuring low-dimensional distributions and learning graphical model representations for enhanced data privacy.
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1 Lesons
27 minutes
On-Demand
Free-Video
ANITI Toulouse

Generative Models for Satellite Image Analysis

0 rewiews
Explore generative models for analyzing satellite imagery, enhancing understanding of Earth observation data and its applications.
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1 Lesons
15 minutes
On-Demand
Free-Video
ANITI Toulouse

Generative Models for Satellite Image Analysis

0 rewiews
Explore generative models for analyzing satellite imagery, enhancing understanding of Earth observation data and its applications.
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1 Lesons
15 minutes
On-Demand
Free-Video
GERAD Research Center

Combining Tree-Search, Generative Models, and Nash Bargaining Concepts in Game-Theoretic Reinforcement Learning

0 rewiews
Explore game-theoretic reinforcement learning combining tree-search, generative models, and Nash bargaining concepts for multiagent scenarios and negotiation games.
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8 Lesons
56 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Social Networks

0 rewiews
Explore statistical approaches to social network analysis, covering generative and statistical models, wealth effects, and block models. Gain insights into complex social structures and their implications.
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11 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Simons Institute

Yes, Generative Models Are The New Sparsity

0 rewiews
Explore how generative models revolutionize data compression and signal processing, offering new perspectives on sparsity and optimization in machine learning.
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17 Lesons
47 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

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

0 rewiews
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
TEDx

The Case for Alien AI

0 rewiews
Exploring the potential of diverse, "alien" AI to revolutionize scientific discovery and societal progress, challenging our perspectives on artificial intelligence and human knowledge.
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1 Lesons
14 minutes
On-Demand
Free-Video
GAIA

Teaching Neural Networks a Sense of Geometry

0 rewiews
Explore Topological Data Analysis (TDA) and its intersection with machine learning to enhance neural networks' geometric reasoning abilities across various applications.
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1 Lesons
30 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LLMOps: Quantization Models and Inference with ONNX Generative Runtime

0 rewiews
Explore ONNX runtime GPU support for inference with generative models, including Phi3-mini quantization and conversion techniques.
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1 Lesons
30 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Modeling Events

0 rewiews
Explore statistical modeling for events, covering discrimination, mediation, generative models, and generalized linear models. Learn to analyze and compute interventions, with a bonus on survival analysis.
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9 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Geocentric Models

0 rewiews
Explore geocentric models in statistical thinking, covering Gaussian distributions, workflows, generative models, and analysis techniques for improved statistical reasoning.
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10 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - The Garden of Forking Data

0 rewiews
Explore Bayesian statistics through the "Garden of Forking Data" metaphor. Learn about generative models, probability, testing, and posterior distributions for improved statistical reasoning and prediction.
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12 Lesons
1 hour 37 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2022 - Modeling Events

0 rewiews
Explore statistical modeling of events, covering generative models, generalized linear models, logistic regression, and binomial regression. Learn to analyze gender applications and calculate marginal causal effects.
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11 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2022 - Geocentric Models

0 rewiews
Explore Bayesian linear regression, covering model language, generative and statistical approaches, validation, and posterior predictions for a comprehensive understanding of statistical modeling.
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10 Lesons
1 hour 21 minutes
On-Demand
Free-Video
MITCBMM

Bayesian Inference in Generative Models

0 rewiews
Explore approximate Bayesian inference methods, including sampling-based techniques and variational inference, with hands-on exercises in implementing algorithms and using probabilistic programming languages.
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11 Lesons
50 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Deep Learning of Dynamical Systems for Mechanistic Insight and Prediction in Psychiatry

0 rewiews
Explore deep learning techniques for analyzing dynamical systems in psychiatry, uncovering mechanisms, and predicting outcomes using neural and behavioral data from various sources.
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32 Lesons
58 minutes
On-Demand
Free-Video
Valence Labs

Likelihood Training of Schrödinger Bridge Using Forward-Backward SDEs Theory

0 rewiews
Explore likelihood training of Schrödinger Bridge using Forward-Backward SDEs theory for deep generative modeling, offering mathematical flexibility and optimization principles.
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8 Lesons
1 hour 8 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
VinAI

Comparing Probability Distributions with Conditional Transport

0 rewiews
Explore conditional transport as a new divergence for comparing probability distributions, with applications in generative modeling and resistance to mode collapse.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Yannic Kilcher

Image GPT- Generative Pretraining from Pixels - Paper Explained

0 rewiews
Exploring generative pretraining for image processing, adapting NLP techniques to visual tasks. Discusses model architecture, experiments, and potential applications in computer vision.
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7 Lesons
32 minutes
On-Demand
Free-Video
ADC - Audio Developer Conference

Singing Synthesis Beyond Human-Level Naturalness: Not What You Think

0 rewiews
Explore singing synthesis surpassing human naturalness, challenging perceptions of quality evaluation and implications for future system designs in vocal synthesis research.
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1 Lesons
32 minutes
On-Demand
Free-Video
Alan Turing Institute

Exploring the Cosmos with Deep Learning

0 rewiews
Explore how deep learning revolutionizes cosmology, from detecting gravitational lenses to generating galaxy images and modeling cosmic structures, addressing challenges in modern astronomical surveys.
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28 Lesons
59 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Machine Learning for Determining Protein Structure and Dynamics from Cryo-EM Images

0 rewiews
Explore machine learning techniques for analyzing cryo-EM images to determine protein structure and dynamics, focusing on the cryoDRGN algorithm and its applications in structural biology.
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1 Lesons
49 minutes
On-Demand
Free-Video
Valence Labs

Harmonic Self-Conditioned Flow Matching for Multi-Ligand Docking and Binding Site Design

0 rewiews
Explore advanced AI techniques for protein-ligand binding structure generation and binding site design, improving drug discovery and molecular interaction modeling.
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12 Lesons
1 hour
On-Demand
Free-Video
Valence Labs

Chemically Transferable Generative Backmapping of Coarse-Grained Proteins

0 rewiews
Explore innovative machine learning techniques for generative backmapping of coarse-grained proteins, focusing on transferability, reliability, and efficiency in molecular simulations.
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17 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Valence Labs

Differentiable Simulations for Enhanced Sampling of Rare Events

0 rewiews
Explore deep learning applications in molecular simulations, including surrogate functions, sampling complex distributions, and time-propagation of differential equations. Learn about active learning, generative models, and reaction path finding.
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10 Lesons
1 hour 1 minute
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
Valence Labs

gRNAde: Geometric Deep Learning for 3D RNA Inverse Design

0 rewiews
Explore gRNAde, a geometric deep learning pipeline for 3D RNA inverse design. Learn about its architecture, use cases, and advantages over traditional methods in RNA sequence design.
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7 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Broad Institute

Models, Inference and Algorithms: Lightning Talks on Machine Learning and Computational Biology

0 rewiews
Discover cutting-edge research presentations on machine learning in healthcare, protein modeling, chemical space exploration, and DNA sequence generation from leading researchers at MIT, Harvard, and Broad Institute.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Data Science Conference

Model Calibration Techniques for Discriminative and Generative Tasks

0 rewiews
Explore techniques for aligning confidence predictions with output probabilities in both discriminative and generative models, from basic classification to advanced TrOCR methods.
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1 Lesons
25 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
AI Doctoral Academy

Generative Models: Controllable Generation and Learning

0 rewiews
Dive into advanced generative AI models with Prof. Patras, exploring controllable generation techniques and learning mechanisms for creating more precise and manageable AI-generated content.
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1 Lesons
1 hour 9 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
Yannic Kilcher

Autoregressive Diffusion Models - Machine Learning Research Paper Explained

0 rewiews
Explore Autoregressive Diffusion Models, a novel approach combining autoregressive and diffusion models for efficient, order-agnostic generation and compression of text and image data.
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9 Lesons
34 minutes
On-Demand
Free-Video
Yannic Kilcher

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

0 rewiews
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

Stable Diffusion and Friends - High-Resolution Image Synthesis via Two-Stage Generative Models

0 rewiews
Explore the evolution of generative image models with Stable Diffusion co-creator Robin Rombach, covering GANs, Transformers, and latent Diffusion models for high-resolution image synthesis and creative applications.
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27 Lesons
28 minutes
On-Demand
Free-Video
Bolei Zhou

Human-Centric AI for Computer Vision and Machine Autonomy - ICCV'21 Tutorial

0 rewiews
Explore human-centric AI in computer vision, covering explainable models, interpretable neural networks, and interactive machine learning for improved AI systems and autonomous machines.
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26 Lesons
39 minutes
On-Demand
Free-Video
Bolei Zhou

Towards Falsifiable Interpretability Research in Machine Learning - Lecture

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Explore techniques for falsifiable interpretability in machine learning, focusing on saliency, individual neurons, and populations. Learn to build stronger hypotheses for more robust research.
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23 Lesons
49 minutes
On-Demand
Free-Video
Bolei Zhou

Interpreting Deep Generative Models for Interactive AI Content Creation

0 rewiews
Explore deep generative models for AI content creation, covering image generation, latent space manipulation, and interactive techniques. Learn about challenges and applications in this cutting-edge field.
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26 Lesons
44 minutes
On-Demand
Free-Video
Graham Neubig

CMU Neural Nets for NLP - Models with Latent Random Variables

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Explore neural network models with latent random variables for NLP, covering VAEs, generative models, and techniques for discrete latent variables and controllable text generation.
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24 Lesons
1 hour
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP - Latent Variable Models

0 rewiews
Explore latent variable models in NLP, covering variational autoencoders, discrete variables, and practical applications. Gain insights into generative modeling and advanced neural network techniques.
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21 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Graham Neubig

CMU Advanced NLP 2022 - Latent Variable Models

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Explore advanced NLP concepts: latent variables, variational autoencoders, and their applications in natural language processing. Gain insights into generative models and feature learning.
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20 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2021 - Multilingual Learning

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Explore multilingual learning in NLP, covering models, data balancing, parameter sharing, and cross-lingual transfer techniques for improved language processing across diverse languages.
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20 Lesons
33 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP - Models with Latent Random Variables

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Explore neural network models with latent random variables for NLP, covering variational autoencoders, discrete latent variables, and their applications in language processing.
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33 Lesons
41 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2021 - Adversarial Methods

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Explore generative adversarial networks, adversarial feature learning, and adversarial attacks in NLP. Learn cutting-edge techniques for robust and domain-invariant neural network models in natural language processing.
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24 Lesons
42 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP - Models with Latent Random Variables

0 rewiews
Explore neural network models with latent random variables, covering variational autoencoders and their applications in NLP. Learn about generative vs. discriminative models and handling discrete latent variables.
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23 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP - Latent Random Variables

0 rewiews
Explore latent random variables in neural networks for NLP, covering variational autoencoders, discrete latent variables, and applications in language processing and text generation.
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25 Lesons
56 minutes
On-Demand
Free-Video
Graham Neubig

CMU Advanced NLP 2021 - Latent Variable Models

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Explore advanced NLP concepts like variational autoencoders, discrete latent variables, and their applications in natural language processing tasks.
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21 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Runway

How Generative Models Work - Understanding Neural Networks and Auto Encoders

0 rewiews
Explore various generative models, their inner workings, and see a live demo of StyleGAN creating new images in RunwayML. Learn about neural networks and auto-encoders.
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7 Lesons
15 minutes
On-Demand
Free-Video
Prodramp

All Things VQGAN - Variational AutoEncoder and VQ-VAE with Codebook Explanations - Part 2

0 rewiews
Explore Variational AutoEncoders and Vector Quantized VAE, focusing on codebook explanations. Learn how these advanced techniques improve upon traditional autoencoders for better image generation and representation.
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17 Lesons
25 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Generative Models Application in High Energy Physics

0 rewiews
Explore generative models in high-energy physics, focusing on applications and techniques for data analysis and new physics discovery in particle collider experiments.
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1 Lesons
1 hour 40 minutes
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Free-Video
International Centre for Theoretical Sciences

Generative Models in High Energy Physics

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Explore generative models in high-energy physics, focusing on applications for data analysis and new physics discovery. Learn techniques to handle large datasets and improve experimental outcomes.
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1 Lesons
1 hour 27 minutes
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Runway

BigGAN and Other Generative Models

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Explore BigGAN and BigBiGAN generative models, their functionality in RunwayML, and learn about image reconstruction techniques in this informative video on advanced AI-powered image generation.
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9 Lesons
15 minutes
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IEEE

Synthesizing Plausible Privacy-Preserving Location Traces

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Explore techniques for generating synthetic location data that preserves privacy while maintaining statistical similarity to real human mobility patterns, enhancing protection against inference attacks.
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14 Lesons
20 minutes
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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
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Yannic Kilcher

Gradient Origin Networks - Paper Explained with Live Coding

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Explore Gradient Origin Networks: a novel implicit generative model for efficient latent representation learning, with live coding demonstration and in-depth explanation of the paper's key concepts.
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9 Lesons
42 minutes
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Yannic Kilcher

SinGAN - Learning a Generative Model from a Single Natural Image

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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.
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1 Lesons
18 minutes
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Alan Turing Institute

Optimal Transport for Machine Learning - Gabriel Peyre, Ecole Normale Superieure

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Explore optimal transport in machine learning, covering Kantorovitch's formulation, entropic regularization, and applications in generative models and GANs. Gain insights into cutting-edge advances in data science.
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15 Lesons
42 minutes
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Alfredo Canziani

Unsupervised Learning - Autoencoding the Targets

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Explore unsupervised learning and generative models, covering topics like latent space interpolation, style transfer, super resolution, and autoencoders. Gain insights into advanced machine learning concepts and techniques.
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20 Lesons
57 minutes
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Pascal Poupart

Normalizing Flows - Priyank Jaini

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Explore normalizing flows, density estimation, and autoregressive models. Learn about change of variables, increasing triangular maps, and neural autoregressive flows.
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12 Lesons
1 hour 5 minutes
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Simons Institute

Sample-Complexity of Estimating Convolutional and Recurrent Neural Networks

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Explore sample-complexity in estimating neural networks, focusing on CNN and RNN architectures. Learn about generative models, minimax analysis, and key results through theoretical proofs and practical experiments.
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13 Lesons
35 minutes
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Valerio Velardo - The Sound of AI

From Autoencoders to Variational Autoencoders - Improving the Encoder

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Explore the transformation from autoencoders to variational autoencoders, focusing on improved encoding using multivariate normal distributions for enhanced generative capabilities in AI and sound processing.
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8 Lesons
26 minutes
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