| Date | Activity | Name | Title | Video Available | Slides Available |
| 2024-08-27 | firstbillion_c24 | | Lightning talk: The Next Generation Deep Extragalactic Exploratory Public (NGDEEP) Survey | Yes | No |
| 2023-12-21 | deeplearning23 | | Perspectives on deep learning and motor neuroscience | Yes | No |
| 2023-12-19 | deeplearning23 | | A taxonomy for scaling laws in deep neural networks | Yes | No |
| 2023-12-14 | deeplearning23 | | Understanding Deep-Learning as a physicist: what would Einstein do? | Yes | No |
| 2023-12-05 | deeplearning23 | | Translating Theory to Practical Deep Learning: Depthwise Hyperparameter Transfer | Yes | No |
| 2023-12-05 | deeplearning23 | | The Neural Race Reduction: Feature learning dynamics in deep architectures | Yes | No |
| 2023-11-20 | bblunch | | Statistical Mechanics of Deep Learning | Yes | No |
| 2023-06-30 | brainlearn23 | | Solvable models of deep learning dynamics, predictive coding and statistical learning | Yes | No |
| 2023-06-28 | brainlearn23 | | Dynamics of abstraction in deep networks | Yes | No |
| 2023-03-24 | galevo_c23 | | Galaxy Zoo in the Deep Learning Era | Yes | No |
| 2023-03-23 | galevo_c23 | | Learning to Simulate the Universe with Deep Learning | Yes | No |
| 2023-03-22 | galevo_c23 | | Unsupervised learning for stellar spectra with deep normalizing flows | Yes | No |
| 2023-03-21 | galevo_c23 | | FLORAH: Planting Better Merger Trees with Deep Generative Models | Yes | No |
| 2023-02-06 | cosmicweb_c23 | | Unveiling the z>1 cosmic web with current and upcoming deep surveys | Yes | No |
| 2022-10-03 | dynisq22 | | Deep Thermalization | Yes | No |
| 2022-06-24 | adapt22 | | Can deep learning help us detect polygenic adaptation from empirical data? | Yes | No |
| 2021-12-13 | climate21 | | A Deep Neural Network Multigrid Solver | Yes | Yes |
| 2021-11-29 | climate21 | | Predicting extreme heat waves using rare event simulations and deep neural networks | Yes | No |
| 2021-11-04 | climate_c21 | | Deep learning and energy models for fine dead wood segmentation | Yes | No |
| 2021-11-03 | climate_c21 | | A deep learning parameterization of gravity wave drag coupled to an atmospheric global climate model | Yes | No |
| 2021-11-02 | climate_c21 | | Deep Learning for Subseasonal Global Precipitation Prediction | Yes | Yes |
| 2021-11-02 | climate_c21 | | Deep Unsupervised Learning for Climate Informatics | Yes | Yes |
| 2021-11-01 | climate_c21 | | Physics-Guided Deep Learning for Fluid Dynamics | Yes | Yes |
| 2019-02-16 | machinet_c19 | | Introduction to Deep Learning | Yes | Yes |
| 2019-02-15 | machine_c19 | | Deep Neural Networks as Gaussian Processes | Yes | Yes |
| 2019-02-13 | machine_c19 | | Successes and Perspectives of Deep Learning Applications to Neutrino Physics | Yes | No |
| 2019-02-11 | machine_c19 | | Deep Learning on Graphs: from Astrophysics to Fake News Detection | Yes | No |
| 2019-02-11 | machine_c19 | | A Picture of the Energy Landscape of Deep Neural Networks | Yes | Yes |
| 2019-02-07 | machine19 | | Generation of topologically constrained states through deep reinforcement learning | Yes | Yes |
| 2019-02-01 | scape19 | | Mean-field limit for certain deep neural networks | Yes | No |
| 2019-01-18 | scape19 | | Discussion: Neural Tangent Kernel and generalisation in overparametrised deep nets | Yes | No |
| 2019-01-10 | scape_c19 | | Iterative Projective Approach for Linear Systems with Link to Deep Learning | Yes | Yes |
| 2019-01-08 | scape_c19 | | An Analytic Theory for the Nonlinear Dynamics of Generalization in Deep Linear Network | Yes | No |
| 2018-07-31 | earth18 | | Capture of nebular gases during Earth's accretionis preserved in deep mantle neon | Yes | No |
| 2018-07-23 | earth18 | | Deep-focus earthquakes: what they tell us about the heterogeneities above them | Yes | No |
| 2018-07-10 | earth18 | | Mineral Physics 1: Deep Earth Mineralogy | Yes | No |
| 2017-06-06 | galhalo17 | | Understanding galaxy formation from Deep Hubble Images: The forward-modeling approach | Yes | No |
| 2016-12-15 | fbs16 | | Formulating the few-body problem for nonreactive molecules in deep optical lattices | No | Yes |
| 2016-07-25 | earth16 | | Siderophile Element Constraints on the Deep Earth: What's Down There and How and When Did It Form? | Yes | No |
| 2016-07-12 | bblunch | | Deep Earthquakes | Yes | No |
| 2016-07-09 | earth16 | | Geochemistry 5: Using geochemistry and geochronology to infer long-term convective motions in the deep earth | No | No |
| 2016-06-30 | earth16 | | Geochemistry 2: Experimental and stable isotope perspectives on the deep earth | Yes | No |
| 2016-06-28 | earth16 | | Seismology 1: Intro to body wave seismology with focus on deep mantle | Yes | No |
| 2016-06-28 | earth16 | | Research lectures 1 & 2: Melt in the Mantle (Montesi) and Of deep mantle plumes and slabs: implications for mantle rheology? (Romanowicz) | No | No |
| 2015-02-26 | evoplanets_c15 | | Plumes in the Earth's Deep Mantle: Insights from Seismic Waveform Tomography | Yes | Yes |
| 2015-02-24 | evoplanets_c15 | | Melting, Transport, and Chemistry Data for Deep Exoplanet Conditions | Yes | No |
| 2014-07-14 | earth14 | | Research talk:, Seismology with Saturn's Rings: Stable Stratification in the Deep Interior of Saturn | Yes | No |
| 2012-07-24 | earth12 | | Seismology IV: Case Studies in Deep Earth Structure Using Body Waves | Yes | No |
| 2012-07-16 | earth12 | | Introduction to Deep Time | Yes | No |
| 2012-07-12 | earth12 | | Early Plantary Differentiation and Volatile Accretion Recorded in Deep Mantle Neon and Xenon | Yes | No |
| 2012-02-14 | dwarfgal_c12 | | Uncovering the First Galaxies with HST: New Insights from Deep WFC3/IR Fields | Yes | Yes |
| 2011-10-26 | asteroseismo_c11 | | The Linear Oscillation Zoo Within Giant Stars: A Probe Of Their Deep Interiors | Yes | Yes |
| 2011-07-22 | brain_m11 | | Review: Deep Brain Stimulation | Yes | Yes |
| 2011-03-18 | gclusters_c11 | | Revealing the ICM Transport Properties with a Deep Chandra observation of Abell 2146 | No | No |
| 2010-07-06 | earth10 | | Geochem 4 Volatile cycles and fluxes between deep earth and exosphere | Yes | No |
| 2010-06-25 | glasses_c10 | | Melts, Glasses, Fluids and the Deep Earth | Yes | Yes |
| 2009-01-12 | clusters_c09 | | Deep HST Imaging of NGC 6397 and 47 Tuc | Yes | Yes |
| 2008-12-11 | genetics08 | | The Strange World of Ultra-Deep Resequencing | Yes | No |
| 2008-10-03 | milkyway_c08 | | The Outer Galactic Halo in the Direction of the Chandra Deep Field South | No | Yes |
| 2008-07-24 | cider08 | | Geonutrinos: Hanohano, a New Deep Ocean Project to Measure the Mantle U/Th Content | Yes | No |
| 2008-06-30 | earth08 | | Partial Melt in Earth's Deep Mantle: A Sample of Current Research | Yes | No |
| 2008-06-30 | earth08 | | Potassium in the Deep Earth: Radioactivity Under Pressure | Yes | Yes |
| 2007-03-23 | snovae_c07 | | A Deep Chandra Observation of Kepler's Supernova Remnant: A Type Ia Supernova with Circumstellar Interaction | No | No |
| 2006-10-05 | lens_c06 | | Detecting first light: ultra-deep surveys with gravitational telescopes and the JWST. | Yes | Yes |
| 2005-08-16 | earthq_c05 | | Reaction-induced Shearing Instabilities in High-pressure Silicates and Germanates: Implications for the Mechanics of Deep Earthquakes | Yes | Yes |
| 2004-07-19 | earth04 | | Geochemistry: Stable isotopes and rare gases; tracers of the shallow Earth and tracers of the deep Earth | No | Yes |
| 2004-07-14 | earth04 | | Mineral Physics: Deep Earth Minerology | No | Yes |
| 2004-04-03 | loop_c04 | | Electroweak corrections to deep-inelastic neutrino-nucleon scattering | No | Yes |
| 2003-01-28 | clusters_c03 | | A Deep, High-Resolution Study of the Core of 47 Tucanae | No | Yes |
| 2002-09-11 | colloq | | Global Seismic Tomography: A Window into the Earth's Deep Interior | No | Yes |
| 2002-05-21 | joint98 | Polchinski, Joe (UC Santa Barbara) Related Words: ads/cft, black, branes, cosmic, d, d-branes, discussion, duality, hole, holography, informal, quantum, string, strings, theory | Deep Inelastic Scattering and the Growth of Strings | No | No |
| 2002-01-30 | colloq | | Holding Global Warming in Check? Advances in the Science of Deep Ocean CO2 Sequestration | No | Yes |