Thousands of Words AI & Physical World Ramps = Fast + Data-Driven 6 A Ride Share vs. Autonomous Taxi Provider, San Francisco Operating Zone Market Share Source: YipitData (4/25) Global Internet User Ramps developed in partnership with any entity other than another company. Epoch AI, an AI Index data provider, uses the term ‘notable machine learning models’ to designate particularly influential models within Admin Costs Margins Marketing Spend Effectivity ROIC Revenues Sales Productivity Customer Service Production / Output Revenue-Focused Cost-Focused ‘Traditional’ Enterprise AI Adoption = Rising

a new chunk. Why use a CopySet to manage data? 1. Reduce metadata. If the replication group membership is saved for each chunk, the number of metadata will be large. 2. Example Reduce the number

source Base.Set – Type. Set{T} <: AbstractSet{T} Sets are mutable containers that provide fast membership testing. Sets have efficient implementations of set operations such as in, union and intersect getnameinfo(host::IPAddr) -> String Performs a reverse-lookup for IP address to return a hostname and service using the operating system's underlying getnameinfo implementation. Examples julia> getnameinfo(IPv4("8 symbol given to the callback is a non-unique identifier and it is the responsibility of the callback provider to walk the module chain to determine the fully qualified name of the loaded binding. The callback

source Base.Set – Type. Set{T} <: AbstractSet{T} Sets are mutable containers that provide fast membership testing. Sets have efficient implementations of set operations such as in, union and intersect getnameinfo(host::IPAddr) -> String Performs a reverse-lookup for IP address to return a hostname and service using the operating system's underlying getnameinfo implementation. Examples julia> getnameinfo(IPv4("8 symbol given to the callback is a non-unique identifier and it is the responsibility of the callback provider to walk the module chain to determine the fully qualified name of the loaded binding. The callback

source Base.Set – Type. Set{T} <: AbstractSet{T} Sets are mutable containers that provide fast membership testing. Sets have efficient implementations of set operations such as in, union and intersect getnameinfo(host::IPAddr) -> String Performs a reverse-lookup for IP address to return a hostname and service using the operating system's underlying getnameinfo implementation. Examples julia> getnameinfo(IPv4("8 stapsdt Owner Data size Description stapsdt 0x00000029 NT_STAPSDT (SystemTap probe descriptors) Provider: julia Name: gc__begin Location: 0x000000000013213e, Base: 0x00000000002bb4da, Semaphore: 0x0

source Base.Set – Type. Set{T} <: AbstractSet{T} Sets are mutable containers that provide fast membership testing. Sets have efficient implementations of set operations such as in, union and intersect getnameinfo(host::IPAddr) -> String Performs a reverse-lookup for IP address to return a hostname and service using the operating system's underlying getnameinfo implementation. Examples julia> getnameinfo(IPv4("8 stapsdt Owner Data size Description stapsdt 0x00000029 NT_STAPSDT (SystemTap probe descriptors) Provider: julia Name: gc__begin Location: 0x000000000013213e, Base: 0x00000000002bb4da, Semaphore: 0x0

source Base.Set – Type. Set{T} <: AbstractSet{T} Sets are mutable containers that provide fast membership testing. Sets have efficient implementations of set operations such as in, union and intersect getnameinfo(host::IPAddr) -> String Performs a reverse-lookup for IP address to return a hostname and service using the operating system's underlying getnameinfo implementation. Examples julia> getnameinfo(IPv4("8 stapsdt Owner Data size Description stapsdt 0x00000029 NT_STAPSDT (SystemTap probe descriptors) Provider: julia Name: gc__begin Location: 0x000000000013213e, Base: 0x00000000002bb4da, Semaphore: 0x0

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 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) more complicated, but it can be used with tornado.process. fork_processes to run a multi-process service with all worker processes forked from a single parent. add_sockets can also be used in single-process

source Base.Set – Type. Set{T} <: AbstractSet{T} Sets are mutable containers that provide fast membership testing. Sets have efficient implementations of set operations such as in, union and intersect getnameinfo(host::IPAddr) -> String Performs a reverse-lookup for IP address to return a hostname and service using the operating system's underlying getnameinfo implementation. Examples julia> getnameinfo(IPv4("8 stapsdt Owner Data size Description stapsdt 0x00000029 NT_STAPSDT (SystemTap probe descriptors) Provider: julia Name: gc__begin Location: 0x000000000013213e, Base: 0x00000000002bb4da, Semaphore: 0x0000000000346cac

source Base.Set – Type. Set{T} <: AbstractSet{T} Sets are mutable containers that provide fast membership testing. Sets have efficient implementations of set operations such as in, union and intersect getnameinfo(host::IPAddr) -> String Performs a reverse-lookup for IP address to return a hostname and service using the operating system's underlying getnameinfo implementation. Examples julia> getnameinfo(IPv4("8 stapsdt Owner Data size Description stapsdt 0x00000029 NT_STAPSDT (SystemTap probe descriptors) Provider: julia Name: gc__begin Location: 0x000000000013213e, Base: 0x00000000002bb4da, Semaphore: 0x0