Introduction to Artificial Intelligence - Lecture 1
Comprehensive overview of course structure, objectives, and policies, with insights into AI topics like GPT and image generation.
Spatio-Temporal Learning from Limited Labels for Video Action Detection
Explore spatio-temporal learning techniques for video action detection with limited labels, focusing on semi-supervised methods and temporal coherence for improved performance.
Geo-localization Framework for Real-world Scenarios - Defense Presentation
Explore advanced geo-localization techniques using vision transformers and novel loss functions for improved accuracy in real-world scenarios, with a focus on bridging domain gaps.
Visual Question Answering: Grounded Systems and Transformer Capsules
Learn about Grounded Visual Question Answering systems, their limitations, and innovative approaches using Transformers with Capsules for improved performance in image-text understanding tasks.
Video Action Understanding - Action Classification, Temporal Localization and Detection
Explore video action understanding techniques, including classification, temporal localization, and detection methods for analyzing and interpreting human actions in video content.
Bot Framework + IBM Watson
Learn to integrate Bot Framework with IBM Watson for emotion detection in chatbots, covering setup, middleware, credentials, context framing, dialogs, and emotion handling.
More Data Mining with Weka
Explore advanced data mining techniques using Weka, covering discretization, document classification, decision trees, association rules, clustering, attribute selection, cost-sensitive learning, and neural networks.
Bounded Rationality in Industrial Organization - Lecture 20
Explore bounded rationality and its impact on decision-making processes. Gain insights into how individuals make satisfactory choices rather than optimal ones in complex situations.
The Challenge of Orbital Debris
Explore the growing issue of space junk, its impact on spacecraft, and strategies for mitigation. Learn about orbital debris tracking, collision avoidance, and international space law.
Applications of Deep Neural Networks for TensorFlow and Keras
Comprehensive exploration of deep neural networks using TensorFlow and Keras, covering image processing, GANs, transfer learning, NLP, reinforcement learning, and practical applications.
Intro to Digital Image Processing Lectures, Spring 2015
Comprehensive exploration of digital image processing techniques, from fundamentals to advanced topics. Covers acquisition, manipulation, analysis, and applications of digital images across various domains.
Computer Vision for Visual Effects Lectures Spring 2014
The lectures accompany the textbook Computer Vision for Visual Effects, published by Cambridge University Press in Fall 2012.
A p-adic Approach to Differential Equations - Lecture 1
Explore a mathematical lecture on p-adic approaches to differential equations in this first installment of a series presented by Masha Vlasenko. Delivered as part of the Workshop on "Algebraicity and Transcendence for Singular Differential Equations" at…
Remove ALL Distractions in One Click - New Photoshop Feature
Explore the groundbreaking Remove Tool in Photoshop Beta, capable of automatically eliminating distractions like people, power lines, wires, and cables with a single click. Test this feature across various images, from simple scenarios to complex challen…
Supercharging Your RAG System: Techniques and Challenges - DE4AI
Explore techniques and challenges in supercharging Retrieval-Augmented Generation (RAG) systems in this 40-minute conference talk by Tengyu Ma, Co-founder & CEO of Voyage AI and Assistant Professor of Computer Science at Stanford University. Gain insight…
Unified Data and AI Governance with Unity Catalog
Explore the challenges of fragmented governance in multi-vendor data and AI landscapes and discover how Unity Catalog can revolutionize your organization's governance strategy. Learn about the complexities and inefficiencies arising from tool sprawl in c…
11 Lessons Learned from Doing AI Deployments - DE4AI
Discover 11 crucial lessons for successful AI product deployments in this insightful 36-minute talk by Sol Rashidi, a renowned AI innovator and business executive. Gain valuable insights from Sol's extensive experience of building over 200 POCs and deplo…
The Daft Distributed Python Data Engine: Multimodal Data Curation at Any Scale
Explore the Daft distributed Python data engine for multimodal data curation at any scale in this 27-minute talk by Jay Chia. Discover how Daft addresses the fundamental needs of ML/AI data platforms, including terabyte-scale ETL with complex model batch…
Real-Time Data Streaming Architectures for Generative AI
Explore the evolution of data processing architectures for Generative AI in this 12-minute talk by Emily Ekdahl at the MLOps.community event. Discover how real-time data streaming solutions using Apache Kafka and Apache Flink are revolutionizing the way…
Chronon: Airbnb's Open-Source Data Platform for AI and ML Applications
Explore Chronon, an open-source data platform for AI and ML applications, in this 13-minute talk by Nikhil Simha, CTO and co-founder of zipline.ai. Discover the technical problems Chronon solves and how organizations can leverage it to accelerate their A…
From Notebook to Kubernetes: Scaling GenAI Pipelines with ZenML
Explore a lightning talk demonstrating how ZenML, an open-source MLOps framework, facilitates the seamless transition from local development to cloud-scale deployment of generative AI pipelines. Follow a workflow that begins in a Jupyter notebook with lo…