Lesson 1 — Home Runs Matter
Lesson 2 — Finding Home Runs
Lesson 3 — Following-on is critical
From humble beginnings, the venture capital (VC) industry has evolved into one of the most significant, and certainly best-known, asset classes within the private equity space. Venture-backed startups have redefined entire concepts of industry, with some of the trailblazers usurping the traditional oil and banking giants to become the most valuable companies on earth.
Partly as a result of this, the venture capital space has seen an influx of participants and professionals. Read More
Daily Archives: June 18, 2019
Connecting Touch and Vision via Cross-Modal Prediction
Humans perceive the world using multi-modal sensory inputs such as vision, audition, and touch. In this work, we investigate the cross-modal connection between vision and touch. The main challenge in this cross-domain modeling task lies in the significant scale discrepancy between the two: while our eyes perceive an entire visual scene at once, humans can only feel a small region of an object at any given moment. To connect vision and touch, we introduce new tasks of synthesizing plausible tactile signals from visual inputs as well as imagining how we interact with objects given tactile data as input. To accomplish our goals, we first equip robots with both visual and tactile sensors and collect a large-scale dataset of corresponding vision and tactile image sequences. To close the scale gap, we present a new conditional adversarial model that incorporates the scale and location information of the touch. Human perceptual studies demonstrate that our model can produce realistic visual images from tactile data and vice versa. Finally, we present both qualitative and quantitative experimental results regarding different system designs, as well as visualizing the learned representations of our model. Read More
Photo Wake-Up: 3D Character Animation from a Single Photo
We present a method and application for animating a human subject from a single photo. E.g., the character can walk out, run, sit, or jump in 3D. The key contributions of this paper are: 1) an application of viewing and animating humans in single photos in 3D, 2) a novel 2D warping method to deform a posable template body model to fit the person’s complex silhouette to create an animatable mesh, and 3) a method for handling partial self occlusions. We compare to state-of-the-art related methods and evaluate results with human studies. Further, we present an interactive interface that allows re-posing the person in 3D, and an augmented reality setup where the animated 3D person can emerge from the photo into the real world. We demonstrate the method on photos, posters, and art. The project page is at https://grail.cs. washington.edu/projects/wakeup/. Read More
Photo Wake-Up: 3D Character Animation from a Single Photo
INSIDE AI: AI & Cyber with David Strom
Nvidia will support Arm hardware for high-performance computing
At the International Supercomputing Conference (ISC) in Frankfurt, Germany this week, Santa Clara-based chipmaker Nvidia announced that it will support processors architected by British semiconductor design company Arm. Nvidia anticipates that the partnership will pave the way for supercomputers capable of “exascale” performance — in other words, of completing at least a quintillion floating point computations (“flops”) per second, where a flop equals two 15-digit numbers multiplied together.
Nvidia says that by 2020 it will contribute its full stack of AI and high-performance computing (HPC) software to the Arm ecosystem, which by Nvidia’s estimation now accelerates over 600 HPC applications and machine learning frameworks. Among other resources and services, it will make available CUDA-X libraries, graphics-accelerated frameworks, software development kits, PGI compilers with OpenACC support, and profilers. Read More
Building An AI-First Organization
Digital technology is fundamentally transforming the way we interact with the world. People, machines, data, and processes are becoming increasingly connected, and the result is an explosion of information that can be used to understand customer needs. Yet the sheer volume of data and data sources required to get us where we need to go has exceeded the pace and scale of our human capacity to process it. Enter artificial intelligence. Poised to lead the next wave of exponential change disrupting health care, AI can mobilize analytics and automation to deliver moments that matter. The winners in the health care industry will be those organizations that not only empower patients to own their health data but use AI to generate actionable insights from data in real time to drive engagement and outcomes.
Establishing a gateway goal, an overarching plan fashioned as a mission statement, can bring a future-based project into focus and lay the groundwork to begin building the structure that supports the transformation initiative. Read More
Rick's Cafe AI 