SlideShare a Scribd company logo
OS frontiers in the AI era
Felix Xiaozhu Lin
1
Who Am I
• Fall 2020. Assoc. Prof, UVA CS – Looking forward to it!
• 2014 – 2020. Asst. Prof, Purdue ECE
• 2014 PhD in CS. Rice 
• 2008 MS + BS. Tsinghua
2
What is an OS?
Undergrads (Some) data scientists Tech media
4
Are these OSes?
the era of AI!
Where are 
we today?
5
https://en.wikipedia.org/wiki/Time_(xkcd)#/media/File:Xkcd_time_frame_0001.png
The 3rd boom of AI 
1960s 1970s 1980s 1990s 2000s 2010s 2020s
Classical AI Expert systems Machine learning
Ups
Downs
6
Two Pendulums
1960s 1970s 1980s 1990s 2000s 2010s 2020s
Expert systems Machine learning
Ups
Downs
Centralized
Decentralized
Dedicated
hw & net
PC + Internet
Datacenters
Cloud computing
5G, edge, 
embedded AI…
7
Classical AI
Two Pendulums
1960s 1970s 1980s 1990s 2000s 2010s 2020s
Expert systems Machine learning
Generalized
Specialized
Microcomputers,
x86, DBMS, PC
Mainframes,
Apollo11
Ups
Downs
Wearables/IoT, 
NoSQL, GPU/FPGA, RISCV
Centralized
Decentralized
Dedicated
hw & net
PC + Internet
Datacenters
Cloud computing
5G, edge, 
embedded AI…
8
Classical AI
Two Pendulums
1960s 1970s 1980s 1990s 2000s 2010s 2020s
Expert systems Machine learning
Generalized
Specialized
Microcomputers,
x86, DBMS, PC
Mainframes,
Apollo11
Ups
Downs
Wearables/IoT, 
NoSQL, GPU/FPGA, RISCV
Centralized
Decentralized
Dedicated
hw & net
PC + Internet
Datacenters
Cloud computing
5G, edge, 
embedded AI…
9
Classical AI
My view of OS
OS == System Software == Software Infrastructure 
12
What you have learnt from undergrad OS class
1960s 1970s 1980s 1990s 2000s 2010s 2020s
GOFAI Expert systems Machine 
learning
Generalized
Specialized
Microcomputers,
x86, DBMS, PC
Mainframes,
Apollo11
Ups
Downs
Wearables/IoT, 
NoSQL, GPU/FPGA, RISCV
Centralized
Decentraliz
ed
Dedicated
hw & net
PC + Internet
Datacenters
Cloud 
computing
5G, edge, 
embedded AI…
14
What OS people are working on
1960s 1970s 1980s 1990s 2000s 2010s 2020s
GOFAI Expert systems Machine 
learning
Generalized
Specialized
Microcomputers,
x86, DBMS, PC
Mainframes,
Apollo11
Ups
Downs
Wearables/IoT, 
NoSQL, GPU/FPGA, RISCV
Centralized
Decentraliz
ed
Dedicated
hw & net
PC + Internet
Datacenters
Cloud 
computing
5G, edge, 
embedded AI…
15
So, where are 
we today?
17
• Diverse 
• A few common OSes
• Many specialized ones
• Serving “things” in addition to humans
• Defined by scenarios
• Generic OSes  firmware
• Specialized OSes  overlays
• Blurry boundaries
• arch, runtime, compiler, kernel, 
hypervisor, trusted exec environment…
Cloud
Edge
Devices
18
Three flavors of OS research
1. Tune up
2. Do a specific thing well
3. Show possibility 
Common themes:
open blackboxes, 
break, & build
19
Case 1: A highspeed stream 
analytics engine
21
High‐throughput. Sub‐second delay.
Timely processing before data gets cold!  22
“Hot springs”: telemetry events
Power sensor
140M events/day
Oil rig
1‐2TB/day
Manufacturing machines
PBs/day
Stream analytics: state of the art
• Classic engines?
• StreamBase, Aurora, TelegraphCQ, NiagaraST…
• Single threaded. Not scaling well. 
• Modern engines for datacenters?
• Apache Flink, Spark Streaming, Beam…
• Designed for tens ‐ hundreds of machines. Scaling out. 
• Assuming okay if individual nodes perform poorly
• As analytics moves to the edge  bad
23
Project StreamBox
stream analytics at the memory speed
24
• RDMA
• Co‐designed with 
mm/scheduling
• RDMA
• Co‐designed with 
mm/scheduling
Stream pipeline Threads
Ingestion
Scheduler
Mem
• Squeeze parallelism for 
multi/manycore
• Manage NUMA domains
• Squeeze parallelism for 
multi/manycore
• Manage NUMA domains
Exploit high‐bandwidth memoryExploit high‐bandwidth memory
[ASPLOS'19] "StreamBox‐HBM: Stream Analytics on High Bandwidth Hybrid Memory," Hongyu Miao, Myeongjae Jeon, Gennady Pekhimenko, 
Kathryn S. McKinley, and Felix Xiaozhu Lin
[USENIX ATC'17] "StreamBox: Modern Stream Processing on a Multicore Machine," Hongyu Miao, Heejin Park, Myeongjae Jeon, Gennady 
Pekhimenko, Kathryn S. McKinley, and Felix Xiaozhu Lin, in Proc. USENIX Annual Technical Conference, 2017.
[ASPLOS'16] "memif: Towards Programming Heterogeneous Memory Asynchronously," Felix Xiaozhu Lin and Xu Liu, in Proc. ACM Int. Conf. 
Architectural Support for Programming Languages and Operating Systems, 2016.
CoresCores
High‐bandwidth hybrid memory
25
3D DRAM Normal DRAM
Tradeoffs: capacity vs. bandwidth
Untraditional memory hierarchy
No latency benefit 
Unlike SRAM+DRAM
16 GB
375 GB/s
~100 GB
~100 GB/s
26
Already on off‐the‐shelf machinesIntel Xeon Phi Knights Landing (KNL)
27
HBM
CoresCores
Normal DRAM
Streaming
data
Data Bundles
Index
{key, pointer}
Capacity: Use HBM only for grouping indexes
28
Cheap VM
(huge page)
Apps
OS
kernel
Fast net stack
(40 GbE or RDMA)
High task 
parallelism
Custom mem 
allocator
Sequential mem
access
Runtime
Thread pool 
+ custom task scheduler
Wide SIMD 
(avx512)
Hybrid
memory
A system software’s approach to 3D DRAM
Blurry boundaries
Case 2: Autonomous AI on 
Cameras
[MobiSys'20] "Approximate Query Processing on Autonomous Cameras," Mengwei Xu, Xiwen Zhang, Yunxin Liu, 
Xuanzhe Liu, and Felix Xiaozhu Lin 29
X1Video: a killer AI application
30
31
32
33
Cut the cords
Run on harvested energy
Solar 
Wind 
34
35
… and on wireless
Construction sites Farms
Boats/RVs Warehouses
Photos Credits: Reolink
36
Pervasive cameras
Object 
Counts
Elf
Running analytics on wire‐free 
cameras?
37
Query: (car, 30 mins)
Install
7:00AM-7:30AM [500 + 100] Cars
7:30AM-8:00AM [700 + 140] Cars
8:00AM-8:30AM [800 + 180] Cars
8:30AM-9:00AM [400 + 100] Cars
9:30AM-10:00AM [200 + 80] Cars
Sample & 
capture
200‐80 +80
Elf: Query model
38
Camera Operating System
Planning Energy via 
Reinforcement Learning
Planning Energy via 
Reinforcement Learning
Sampled frames
Aggregator
with error
Integration
Aggregator
with error
Integration
Selected NeuralNet
Object
counts
Elf: System Internals
39
Elf prototype: heterogeneous processors
40
7:00AM-7:30AM [500 + 100] Cars
7:30AM-8:00AM [700 + 140] Cars
8:00AM-8:30AM [800 + 180] Cars
8:30AM-9:00AM [400 + 100] Cars
9:30AM-10:00AM [200 + 80] Cars
Ground
Truth
Error:
11%
Confidence interval width: 17%
Auburn, AL
Hampton, NY Jackson, WY
Taipei Taipei
~1000 hours 
41
M4
AUTONOMOUS
Intelligence
OS for AI + AI for OS 
= Autonomous infrastructure
42
Case 3: Kernel IO on co‐processors 
43
44
45
Weak co‐processors
46
CPU Co
Proc
2.5GHz 50MHz
DRAM IO
A heterogeneous SoC
47
CPU Co
Proc
2.5GHz 50MHz
DRAM IO
Weak co‐processors: suits low‐power IO tasks!
high 
efficiency
Linux Kernel
IO 
tasks
48
CPU Co
Proc
2.5GHz 50MHz
DRAM IO
Kernel execution on weak co‐processors?
Linux Kernel
IO 
tasks
Diff ISA
No MMU
…
49
CPU Co
Proc
DRAM IO
Co‐processor translates unmodified kernel binary
Dynamic
Binary
Translation
Linux Kernel
IO 
tasks
[USENIX ATC 19] "Transkernel: An Executor for Commodity Kernels on Peripheral Cores," 
Liwei Guo, Shuang Zhai, Yi Qiao, and Felix Xiaozhu Lin
Take away: 
• Taming an OS kernel (a beast) for new hardware 
• … without re‐engineering much of the software stack 
50
Recap
• What are OSes in 2020?
• Three OS projects: 
• spanning IoT, mobile, and datacenters
• each with different flavors
• The builder culture 
• open blackboxes
• break things
• build things from the ground up
• Started by a small group of hardcore hackers
• Now more diverse and inclusive 
• A brave new world
51
StreamBox
Elf
Image credits
• https://dsportmag.com/the‐tech/test‐n‐tune/test‐tune‐2017‐subaru‐wrx‐
sti‐part3‐closer‐to‐the‐ej257s‐limits/
• https://techcrunch.com/2009/11/19/redneck‐rampage‐a‐truck‐with‐a‐jet‐
engine/?utm_source=feedburner#038;utm_medium=email
52

More Related Content

Recently uploaded

Product Listing Optimization Presentation - Gay De La Cruz.pdf
Product Listing Optimization Presentation - Gay De La Cruz.pdfProduct Listing Optimization Presentation - Gay De La Cruz.pdf
Product Listing Optimization Presentation - Gay De La Cruz.pdf
gaydlc2513
 
Building a Semantic Layer of your Data Platform
Building a Semantic Layer of your Data PlatformBuilding a Semantic Layer of your Data Platform
Building a Semantic Layer of your Data Platform
Enterprise Knowledge
 
STKI Israeli Market Study 2024 final v1
STKI Israeli Market Study 2024 final  v1STKI Israeli Market Study 2024 final  v1
STKI Israeli Market Study 2024 final v1
Dr. Jimmy Schwarzkopf
 
Supplier Sourcing Presentation - Gay De La Cruz.pdf
Supplier Sourcing Presentation - Gay De La Cruz.pdfSupplier Sourcing Presentation - Gay De La Cruz.pdf
Supplier Sourcing Presentation - Gay De La Cruz.pdf
gaydlc2513
 
Kubernetes Cloud Native Indonesia Meetup - June 2024
Kubernetes Cloud Native Indonesia Meetup - June 2024Kubernetes Cloud Native Indonesia Meetup - June 2024
Kubernetes Cloud Native Indonesia Meetup - June 2024
Prasta Maha
 
Corporate Open Source Anti-Patterns: A Decade Later
Corporate Open Source Anti-Patterns: A Decade LaterCorporate Open Source Anti-Patterns: A Decade Later
Corporate Open Source Anti-Patterns: A Decade Later
ScyllaDB
 
An Introduction to All Data Enterprise Integration
An Introduction to All Data Enterprise IntegrationAn Introduction to All Data Enterprise Integration
An Introduction to All Data Enterprise Integration
Safe Software
 
Product Listing Optimization Presentation - Gay De La Cruz.pdf
Product Listing Optimization Presentation - Gay De La Cruz.pdfProduct Listing Optimization Presentation - Gay De La Cruz.pdf
Product Listing Optimization Presentation - Gay De La Cruz.pdf
gaydlc2513
 
From NCSA to the National Research Platform
From NCSA to the National Research PlatformFrom NCSA to the National Research Platform
From NCSA to the National Research Platform
Larry Smarr
 
ThousandEyes New Product Features and Release Highlights: June 2024
ThousandEyes New Product Features and Release Highlights: June 2024ThousandEyes New Product Features and Release Highlights: June 2024
ThousandEyes New Product Features and Release Highlights: June 2024
ThousandEyes
 
Getting Started Using the National Research Platform
Getting Started Using the National Research PlatformGetting Started Using the National Research Platform
Getting Started Using the National Research Platform
Larry Smarr
 
Summer24-ReleaseOverviewDeck - Stephen Stanley 27 June 2024.pdf
Summer24-ReleaseOverviewDeck - Stephen Stanley 27 June 2024.pdfSummer24-ReleaseOverviewDeck - Stephen Stanley 27 June 2024.pdf
Summer24-ReleaseOverviewDeck - Stephen Stanley 27 June 2024.pdf
Anna Loughnan Colquhoun
 
Cassandra to ScyllaDB: Technical Comparison and the Path to Success
Cassandra to ScyllaDB: Technical Comparison and the Path to SuccessCassandra to ScyllaDB: Technical Comparison and the Path to Success
Cassandra to ScyllaDB: Technical Comparison and the Path to Success
ScyllaDB
 
Leading a Tableau User Group - Onboarding deck for new leaders
Leading a Tableau User Group - Onboarding deck for new leadersLeading a Tableau User Group - Onboarding deck for new leaders
Leading a Tableau User Group - Onboarding deck for new leaders
lward7
 
Cyber Recovery Wargame
Cyber Recovery WargameCyber Recovery Wargame
Cyber Recovery Wargame
Databarracks
 
APJC Introduction to ThousandEyes Webinar
APJC Introduction to ThousandEyes WebinarAPJC Introduction to ThousandEyes Webinar
APJC Introduction to ThousandEyes Webinar
ThousandEyes
 
The "Zen" of Python Exemplars - OTel Community Day
The "Zen" of Python Exemplars - OTel Community DayThe "Zen" of Python Exemplars - OTel Community Day
The "Zen" of Python Exemplars - OTel Community Day
Paige Cruz
 
Call Girls Bangalore ☎️ +91-7426014248 😍 Bangalore Call Girl Beauty Girls Ban...
Call Girls Bangalore ☎️ +91-7426014248 😍 Bangalore Call Girl Beauty Girls Ban...Call Girls Bangalore ☎️ +91-7426014248 😍 Bangalore Call Girl Beauty Girls Ban...
Call Girls Bangalore ☎️ +91-7426014248 😍 Bangalore Call Girl Beauty Girls Ban...
anilsa9823
 
Call Girls Chennai ☎️ +91-7426014248 😍 Chennai Call Girl Beauty Girls Chennai...
Call Girls Chennai ☎️ +91-7426014248 😍 Chennai Call Girl Beauty Girls Chennai...Call Girls Chennai ☎️ +91-7426014248 😍 Chennai Call Girl Beauty Girls Chennai...
Call Girls Chennai ☎️ +91-7426014248 😍 Chennai Call Girl Beauty Girls Chennai...
anilsa9823
 
Call Girls Firozabad ☎️ +91-7426014248 😍 Firozabad Call Girl Beauty Girls Fir...
Call Girls Firozabad ☎️ +91-7426014248 😍 Firozabad Call Girl Beauty Girls Fir...Call Girls Firozabad ☎️ +91-7426014248 😍 Firozabad Call Girl Beauty Girls Fir...
Call Girls Firozabad ☎️ +91-7426014248 😍 Firozabad Call Girl Beauty Girls Fir...
jiaulalam7655
 

Recently uploaded (20)

Product Listing Optimization Presentation - Gay De La Cruz.pdf
Product Listing Optimization Presentation - Gay De La Cruz.pdfProduct Listing Optimization Presentation - Gay De La Cruz.pdf
Product Listing Optimization Presentation - Gay De La Cruz.pdf
 
Building a Semantic Layer of your Data Platform
Building a Semantic Layer of your Data PlatformBuilding a Semantic Layer of your Data Platform
Building a Semantic Layer of your Data Platform
 
STKI Israeli Market Study 2024 final v1
STKI Israeli Market Study 2024 final  v1STKI Israeli Market Study 2024 final  v1
STKI Israeli Market Study 2024 final v1
 
Supplier Sourcing Presentation - Gay De La Cruz.pdf
Supplier Sourcing Presentation - Gay De La Cruz.pdfSupplier Sourcing Presentation - Gay De La Cruz.pdf
Supplier Sourcing Presentation - Gay De La Cruz.pdf
 
Kubernetes Cloud Native Indonesia Meetup - June 2024
Kubernetes Cloud Native Indonesia Meetup - June 2024Kubernetes Cloud Native Indonesia Meetup - June 2024
Kubernetes Cloud Native Indonesia Meetup - June 2024
 
Corporate Open Source Anti-Patterns: A Decade Later
Corporate Open Source Anti-Patterns: A Decade LaterCorporate Open Source Anti-Patterns: A Decade Later
Corporate Open Source Anti-Patterns: A Decade Later
 
An Introduction to All Data Enterprise Integration
An Introduction to All Data Enterprise IntegrationAn Introduction to All Data Enterprise Integration
An Introduction to All Data Enterprise Integration
 
Product Listing Optimization Presentation - Gay De La Cruz.pdf
Product Listing Optimization Presentation - Gay De La Cruz.pdfProduct Listing Optimization Presentation - Gay De La Cruz.pdf
Product Listing Optimization Presentation - Gay De La Cruz.pdf
 
From NCSA to the National Research Platform
From NCSA to the National Research PlatformFrom NCSA to the National Research Platform
From NCSA to the National Research Platform
 
ThousandEyes New Product Features and Release Highlights: June 2024
ThousandEyes New Product Features and Release Highlights: June 2024ThousandEyes New Product Features and Release Highlights: June 2024
ThousandEyes New Product Features and Release Highlights: June 2024
 
Getting Started Using the National Research Platform
Getting Started Using the National Research PlatformGetting Started Using the National Research Platform
Getting Started Using the National Research Platform
 
Summer24-ReleaseOverviewDeck - Stephen Stanley 27 June 2024.pdf
Summer24-ReleaseOverviewDeck - Stephen Stanley 27 June 2024.pdfSummer24-ReleaseOverviewDeck - Stephen Stanley 27 June 2024.pdf
Summer24-ReleaseOverviewDeck - Stephen Stanley 27 June 2024.pdf
 
Cassandra to ScyllaDB: Technical Comparison and the Path to Success
Cassandra to ScyllaDB: Technical Comparison and the Path to SuccessCassandra to ScyllaDB: Technical Comparison and the Path to Success
Cassandra to ScyllaDB: Technical Comparison and the Path to Success
 
Leading a Tableau User Group - Onboarding deck for new leaders
Leading a Tableau User Group - Onboarding deck for new leadersLeading a Tableau User Group - Onboarding deck for new leaders
Leading a Tableau User Group - Onboarding deck for new leaders
 
Cyber Recovery Wargame
Cyber Recovery WargameCyber Recovery Wargame
Cyber Recovery Wargame
 
APJC Introduction to ThousandEyes Webinar
APJC Introduction to ThousandEyes WebinarAPJC Introduction to ThousandEyes Webinar
APJC Introduction to ThousandEyes Webinar
 
The "Zen" of Python Exemplars - OTel Community Day
The "Zen" of Python Exemplars - OTel Community DayThe "Zen" of Python Exemplars - OTel Community Day
The "Zen" of Python Exemplars - OTel Community Day
 
Call Girls Bangalore ☎️ +91-7426014248 😍 Bangalore Call Girl Beauty Girls Ban...
Call Girls Bangalore ☎️ +91-7426014248 😍 Bangalore Call Girl Beauty Girls Ban...Call Girls Bangalore ☎️ +91-7426014248 😍 Bangalore Call Girl Beauty Girls Ban...
Call Girls Bangalore ☎️ +91-7426014248 😍 Bangalore Call Girl Beauty Girls Ban...
 
Call Girls Chennai ☎️ +91-7426014248 😍 Chennai Call Girl Beauty Girls Chennai...
Call Girls Chennai ☎️ +91-7426014248 😍 Chennai Call Girl Beauty Girls Chennai...Call Girls Chennai ☎️ +91-7426014248 😍 Chennai Call Girl Beauty Girls Chennai...
Call Girls Chennai ☎️ +91-7426014248 😍 Chennai Call Girl Beauty Girls Chennai...
 
Call Girls Firozabad ☎️ +91-7426014248 😍 Firozabad Call Girl Beauty Girls Fir...
Call Girls Firozabad ☎️ +91-7426014248 😍 Firozabad Call Girl Beauty Girls Fir...Call Girls Firozabad ☎️ +91-7426014248 😍 Firozabad Call Girl Beauty Girls Fir...
Call Girls Firozabad ☎️ +91-7426014248 😍 Firozabad Call Girl Beauty Girls Fir...
 

Featured

How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
Kurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
SpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Lily Ray
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
Rajiv Jayarajah, MAppComm, ACC
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
Christy Abraham Joy
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
Vit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
MindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
RachelPearson36
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Applitools
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work
GetSmarter
 
ChatGPT webinar slides
ChatGPT webinar slidesChatGPT webinar slides
ChatGPT webinar slides
Alireza Esmikhani
 
More than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike RoutesMore than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike Routes
Project for Public Spaces & National Center for Biking and Walking
 
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
DevGAMM Conference
 
Barbie - Brand Strategy Presentation
Barbie - Brand Strategy PresentationBarbie - Brand Strategy Presentation
Barbie - Brand Strategy Presentation
Erica Santiago
 
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them well
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them wellGood Stuff Happens in 1:1 Meetings: Why you need them and how to do them well
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them well
Saba Software
 
Introduction to C Programming Language
Introduction to C Programming LanguageIntroduction to C Programming Language
Introduction to C Programming Language
Simplilearn
 

Featured (20)

How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work
 
ChatGPT webinar slides
ChatGPT webinar slidesChatGPT webinar slides
ChatGPT webinar slides
 
More than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike RoutesMore than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike Routes
 
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
 
Barbie - Brand Strategy Presentation
Barbie - Brand Strategy PresentationBarbie - Brand Strategy Presentation
Barbie - Brand Strategy Presentation
 
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them well
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them wellGood Stuff Happens in 1:1 Meetings: Why you need them and how to do them well
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them well
 
Introduction to C Programming Language
Introduction to C Programming LanguageIntroduction to C Programming Language
Introduction to C Programming Language
 

OS frontiers in the AI era

OSZAR »