Admin Costs Margins Marketing Spend Effectivity ROIC Revenues Sales Productivity Customer Service Production / Output Revenue-Focused Cost-Focused ‘Traditional’ Enterprise AI Adoption = Rising Erica Virtual Assistant (6/18) Note: We assume a start at zero users from Erica’s launch in 6/18. Pilot users excluded. Source: Bank of America (2/21, 4/24, 2/25) Bank of America Erica Virtual Assistant 10/21 3/22 8/22 1/23 6/23 11/23 4/24 9/24 2/25 Cumulative Client Interactions with Erica Virtual Assistant (MM) Note: Erica is a conversational AI built into Bank of America’s mobile app that helps

releases every 6–12 months. The DoD can apply Agile practices to the full range of IT product and service acquisitions. Some practices can even be applied to non-IT acquisitions. Program managers should for most program decisions. Level of Oversight Office of the Secretary of Defense (OSD) or Service Acquisition Executive (SAE) is the Milestone Decision Authority (MDA) and requires most decisions cases where close physical proximity of the team is not practical or feasible, programs can use virtual teams with synchronized daily meetings to develop predictable and routine meeting schedules to enhance

platform, introduced a new AI assistant to streamline customer service. Within a few months, the assistant was handling two-thirds of all service chats—doing the work of hundreds of agents and cutting average invested heavily in our API to make it easier to customize and fine-tune models—whether as a self-service approach or using our tools and support. We worked closely with Lowe’s, the Fortune 50 home improvement team Uses it to answer 40,000 questions a year on policies, compliance, and more. The Customer Service team Automates the sentiment analysis of NPS surveys. 16 AI in the EnterpriseAnd the wins continue

methods to log users in via these sites and, where applicable, methods to authorize access to the service so you can, e.g., download a user’s address book or publish a Twitter message on their behalf. Here web.Application([ (r"/static/(.*)", web.StaticFileHandler, {"path": "/var/www"}), ]) We support virtual hosts with the add_handlers method, which takes in a host regular expression as the first argument: argument is passed to listen() you can run the program multiple times to create a multi-process service. 2. add_sockets: multi-process: sockets = bind_sockets(8888) tornado.process.fork_processes(0)

methods to log users in via these sites and, where applicable, methods to authorize access to the service so you can, e.g., download a user’s address book or publish a Twitter message on their behalf. Here Application([ (r"/static/(.*)", web.StaticFileHandler, {"path": "/var/www"}), ]) We support virtual hosts with the add_handlers method, which takes in a host regular expression as the first argument: argument is passed to listen() you can run the program multiple times to create a multi-process service. 2. add_sockets: multi-process: sockets = bind_sockets(8888) tornado.process.fork_processes(0)

static dispatch, i.e. you need to annotate a function as virtual, in order to have dynamic dispatch. On the other hand, in Julia every method is "virtual" (although it's more general than that since methods The default is 512 MB. • old_prefix: the virtual file directory in which to place old files on one side of the diff. Default is "a". • new_prefix: the virtual file directory in which to place new files recursion_limit: the upper limit on the number of merges of common ancestors to perform to try to build a new virtual merge base for the merge. The default is no limit. This field is only present on libgit2 versions

static dispatch, i.e. you need to annotate a function as virtual, in order to have dynamic dispatch. On the other hand, in Julia every method is "virtual" (although it's more general than that since methods The default is 512 MB. • old_prefix: the virtual file directory in which to place old files on one side of the diff. Default is "a". • new_prefix: the virtual file directory in which to place new files recursion_limit: the upper limit on the number of merges of common ancestors to perform to try to build a new virtual merge base for the merge. The default is no limit. This field is only present on libgit2 versions

model in TVM ● Support Any-dim in typing ● Use shape function to compute the type at runtime ● Virtual machine as a new runtime for Relay ● Dynamic codegen (WIP) ○ Kernel dispatch for a single op ○ Data dependent© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Relay virtual machine Relay Executable relay.vm.compile Relay Object (hardware independent) Code segment VM a data type using the entries from a register. AllocClosure Allocates a closure with a lowered virtual machine function. If Jumps to the true or false offset depending on the condition. Goto Unconditionally

static dispatch, i.e. you need to annotate a function as virtual, in order to have dynamic dispatch. On the other hand, in Julia every method is "virtual" (although it's more general than that since methods The default is 512 MB. • old_prefix: the virtual file directory in which to place old files on one side of the diff. Default is "a". • new_prefix: the virtual file directory in which to place new files recursion_limit: the upper limit on the number of merges of common ancestors to perform to try to build a new virtual merge base for the merge. The default is no limit. This field is only present on libgit2 versions

static dispatch, i.e. you need to annotate a function as virtual, in order to have dynamic dispatch. On the other hand, in Julia every method is "virtual" (although it's more general than that since methods The default is 512 MB. • old_prefix: the virtual file directory in which to place old files on one side of the diff. Default is "a". • new_prefix: the virtual file directory in which to place new files recursion_limit: the upper limit on the number of merges of common ancestors to perform to try to build a new virtual merge base for the merge. The default is no limit. This field is only present on libgit2 versions