ANDROID IPC MECHANISM
nfsnfs @ Advanced Defense Lab
1
REFERENCE
• ⼤大量引⽤用以下資料:	

• http://www.slideshare.net/yeg239/android-internals-06-
binder-typical-subsystem-rev11	

• http://marakana.com/s/post/1340/
Deep_Dive_Into_Binder_Presentation.htm	

• http://www.slideshare.net/jserv/android-ipc-mechanism	

• http://developer.android.com/guide/components/aidl.html	

• http://www.jbcreativgroup.com/pdf/an-empirical-study-of-
the-robustness-of-inter-component-77091.pdf2
OUTLINE
• IPC	

• Java Layer 	

• Binder	

• Security Issue in IPC
3
WHAT IS IPC ?
• IPC = Inter-Process Communication	

• Process 之間的溝通	

• More ... ?
4
WHY IPC?
• Android 中每個 process 都有⾃自⼰己的 address space	

• Data Isolation	

• IPC 可能造成很⼤大的 overhead,也可能造成安全問題
5
有什麼不⼀一樣 ?
• Traditional Linux	

• Pipe	

• Signal	

• Message Queue	

• Semaphore	

• Socket	

• Shared Memory 6
ANDROID IPC SYSTEM
• Binder	

• 從 OpenBinder 來的	

• BeOS / Palm	

• 完全重寫後成為 Android binder
7
SOCKETVS BINDER
Socket
!
File Descriptor	

Network	

Stream I/O
Binder
!
PID	

Local only	

IOCTL
8
BINDER
!
Linux Kernel
/dev/binder
servicemanager system_server
App3
App2
App1
9
WHY BINDER ?
• Security	

• isolated process with distinct ID	

• Stability	

• crashed process	

• Memory Management 	

• no need to free objects
10
BIONIC C
• 不⽀支援傳統 SystemV IPCs	

• No SysV semaphores, shared memory, message queues	

• SysV IPC 會有 kernel resource leakage 的問題
11
COMMUNICATIONS
Application	

!
Home Contacts Phone Browser
IPC IPC IPC
Application Framework
IPC
IPC & JNI
Native Layer
12
ANDROID IPC
• Intent	

• 在 Java 層,⽤用來傳送訊息的資料結構	

• Asynchronous Communication	

• ContentResolver 跟 ContentProvider 是
Synchronous Communication 	

• 透過 CRUD API	

13
INTENT
• 包含⼀一些基本資料	

• data //表⽰示所需的資料	

• action //表⽰示要作的事情	

• category //action 的類型	

• component //送給哪個 component	

• extras //要傳的額外資料
14
INTENT 分類
• Explicit Intent	

• 有指定 component 的 Intent	

• Implicit Intent	

• 無指定 component 的 Intent
15
EXPLICIT INTENT
• Intent.setComponent(ComponentName)	

• Intent.setClass(Context, Class)	

• new Intent(Context, Class)
16
INTENT
• 不適合⽤用在 low-latency 通訊	

• 基於 Binder	

• Intent 實作 Cloneable 和 Parcelable	

• 是 Parcelable 才能透過 IPC 傳遞	

• ... Or you are a primitive type
17
與 ACTIVITY 互動
Activity Activity
start
return
18
⽤用 INTENT 可以做什麼 ?
• startActivity(Intent)	

• startActivityForResult(Intent, int)	

• 開啟⼀一個 Activity ...
19
與 SERVICE 互動
Activity
BroadcastReceiver
Service
start / stop / bind
start / stop / bind
20
⽤用 INTENT 可以做什麼 ?
• startService(Intent)	

• 開啟⼀一個 Service ...	

• stopService(Intent)	

• 關閉⼀一個 Service ...
21
⽤用 INTENT 可以做什麼 ?
• bindService(Intent, ServiceConnection, int)	

• 跟⼀一個 Service 建⽴立連線 ..	

• ServiceConnection 裡⾯面可以初始化⼀一些 bind 後所需的
變數
22
與 BROADCASTRECEVIER 互
動
BroadcastReceiverActivity
Service
System
send Intent
23
⽤用 INTENT 可以做什麼 ?
• sendBroadcast(Intent)	

• sendOrderedBroadcast、sendStickyBroadcast、
sendStickyOrderedBroadcast	

• 送 Intent 到 BroadcastReceiver ...
24
另外還有 ... ?
• Messenger & Handler	

• 常⽤用於 Activity / Service 間通訊	

• Message.what: 要做什麼	

• Message.setData(Bundle): 要傳的資料	

• 不同 process,請⽤用 Bundle	

• 如果同 process 內,可使⽤用 Message.obj 傳 object
25
MESSENGER & HANDLER
App A App B
Activity
ServiceMessenger
Handler
call back
start
pass by
reference
call back
reference / call
26
MESSENGER & HANDLER
• 和 Intent 很像	

• 但提供了雙向溝通!	

• Android Developer 網站說明:
Reference to a Handler, which others can use to send
messages to it. This allows for the implementation of
message-based communication across processes, by
creating a Messenger pointing to a Handler in one
process, and handing that Messenger to another
process.
27
MESSENGER & HANDLER
• 特⾊色	

• Low latency, but still asynchronous
28
MESSENGER & HANDLER
• DEMO
29
MESSENGER & HANDLER
• 在 Service 中註冊 Handler 和 Messenger
30
MESSENGER & HANDLER
• 在 Service onBind 的時候 return ⼀一個 IBinder 	

• 與 Service bind 在⼀一起的 Activity 可透過此 IBinder
物件傳送訊息
31
MESSAGE
• ⽤用 Message.obtain() 從 mPool 拿⼀一個 Message
object	

• 較不建議⽤用 new Message();	

• replyTo: 回應給這個 Messenger
32
所以來說說他們背後的
BINDER 吧 !
33
BINDER !
• 超重要的!
In the Android platform, the binder is used for
nearly everything that happens across processes
in the core platform. - Dianne Hackborn!
[https://lkml.org/lkml/2009/6/25/3]
34
METHOD INVOCATION
• 在同⼀一個 Process 內的時候
caller
callee
35
OTHER PROCESS?
• RPC ? 	

• Messaging Passing ?	

• Socket ?	

• ...
36
BINDER 系統架構其實是 ...
Java Binder 	

⽤用⼾戶端/伺服器端
Native Binder 	

⽤用⼾戶端/伺服器端
Java Binder
Framework
Native Binder
Framework
Binder 核⼼心程式庫
Binder Adapter

ProcessState.cpp / IPCThreadState.cpp
Binder Driver
37
BINDER COMMUNICATION
Client Binder Service
Process A Kernel Process B
38
BINDER DRIVER
• Binder driver	

• ioctl(binderFd, BINDER_WRITE_READ, &bwd) system call	

• open / release / poll / mmap / flush / ioctl	

• /dev/binder
39
FLAT_BINDER_OBJECT
• binder 和 handle 分別表⽰示 local object 和 remote object	

• binder 會幫忙作這對應
40
FLAT_BINDER_OBJECT 的TYPE
• BINDER_TYPE_BINDER / BINDER_TYPE_WEAK_BINDER -
本機物件	

• BINDER_TYPE_HANDLE /
BINDER_TYPE_WEAK_HANDLE - 遠端物件參照	

• BINDER_TYPE_FD - 檔案
41
FLAT_OBJECT_TYPE 的 FLAG
• TF_ONE_WAY - 單向,⾮非同步,不需要返回	

• TF_ROOT_OBJECT - 根物件,代表 type 是本機物件	

• TF_STATUS_CODE - 狀態碼,代表 type 是 handle	

• TF_ACCEPT_FDS - 可以接受 file descriptor,所以 handle
就會是 file descriptor
42
實際傳遞的資料
BINDER_TRANSACTION_DATA
43
BINDER_WRITE_READ
• read_buffer 和 write_buffer 是⼀一
個指標(指向 user space 的
buffer)	

• BC_TRANSACTION	

• 解析將要被處理的資料	

• BC_REPLY	

• 回傳結果資料
struct binder_write_read {	

signed long write_size;	

signed long write_consumed;	

unsigned long write_buffer;	

signed long read_size;	

signed long read_consumed;	

unsigned long read_buffer;	

}
44
BINDER COMMUNICATION
• Native Level 來說,通常⽤用 libbinder 解決,不⽤用直接操作
ioctl driver	

• 但有時候想隱藏 binder,讓 client ⽐比較容易處理 ...	

• AIDL !	

• A Java-like lanaguage
45
BINDER COMMUNICATION
Client Binder Service
Process A Kernel Process B
StubProxy
46
AIDL
• Proxy 和 Stub	

• Java-based	

• 可以⽤用 aidl ⼯工具產⽣生	

• Android Studio 中,把 aidl 檔案放在 /main/aidl/
<package_name>/ 底下,會⾃自⼰己在 /build/source/aidl 產
⽣生該 Interface
47
AIDL
• AIDL example:
48
AIDL
• AIDL 只是⽤用來產⽣生⼀一個 Interface 	

• 包含 Proxy 和 Stub 這兩個 class!
49
AIDL
• 產⽣生出的 interface:
50
AIDL
• Service 中的 Stub
51
MARSHALLING AND
UNMARSHALLING
• Marshalling 就是做出 Parcel object 的⾏行為	

• Unmarshalling 就是將 Parcel 還原回原本的 object
52
PARCEL
• AIDL 會幫我們 handle 這件事	

• 其實是將 object ⽤用 native binary encoding 的⽅方式重新包裝
53
ANDROID.OS.PARCEL
• http://www.slideshare.net/jserv/android-ipc-mechanism	

54
BINDER COMMUNICATION
Client Binder Service
Process A Kernel Process B
StubManager Proxy
55
SYSTEM SERVICES
• System Services 使⽤用的作法	

• Clients 根本感覺不出他們在使⽤用 IPC	

• Context.getSystemService(String)
56
SYSTEM SERVICES
• NOTIFICATION_SERVICE	

• LOCATION_SERVICE	

• CONNECTIVITY_SERVICE	

• WIFI_SERVICE	

• ... 族繁不及備載: http://developer.android.com/reference/
android/content/Context.html
57
使⽤用 SYSTEM SERVICES 的⽅方式
• Example:
58
BINDER COMMUNICATION
Binder Service
Kernel Process B
Service	

Manager
Proxy
Client
Process A
Manager Proxy Context Manager
Framework
register CM
await reqs
get CM register
service
registered
service
register svc tx
get CM
get svc tx
init manager
get service
got service
59
CONTEXT MANAGER
• Binder Driver 只會允許⼀一個 Context Manager 註冊	

• 所以 servicemanager 是第⼀一個被啟動的 Android service	

• http://androidxref.com/4.3_r2.1/xref/frameworks/native/
cmds/servicemanager/service_manager.c	

• servicemanager a.k.a Context Manager
60
SERVICEMANAGER IN INIT.RC
init.rc 裡⾯面有 service 的啟動順序
61
設定 SERVICEMANAGER
• frameworks/native/cmds/servicemanager/service_manager.c
這是 (void *) 0
等待 request
62
設定 SERVICEMANAGER
• BINDER_SET_CONTEXT_MGR	

• frameworks/native/cmds/servicemanager/binder.c
63
設定 SERVICEMANAGER
• http://lxr.linux.no/linux+v3.10.6/drivers/staging/android/binder.c#L2622
64
SVGMGR_HANDLER
• http://androidxref.com/4.3_r2.1/xref/frameworks/native/cmds/
servicemanager/service_manager.c#203
65
SERVICE MANAGER
• 系統服務需要跟 service manager 註冊	

• 應⽤用程式如果要⽤用系統服務要跟 service manager 查詢
66
註冊系統服務
• http://androidxref.com/4.3_r2.1/xref/frameworks/native/cmds/
servicemanager/service_manager.c#do_add_service
67
檢查要註冊的服務是否有權限
• http://androidxref.com/4.3_r2.1/xref/frameworks/native/cmds/
servicemanager/service_manager.c#svc_can_register
68
⺫⽬目前註冊的 SERVICE
• adb shell service list
69
測試系統服務
• adb service call phone 1 s16 “1234567890”
70
其實是...
• AIDL 中的順序	

• http://androidxref.com/4.3_r2.1/xref/frameworks/base/telephony/java/com/android/internal/
telephony/ITelephony.aidl
1
271
整體流程
• http://marakana.com/s/post/1340/
Deep_Dive_Into_Binder_Presentation.htm
72
SECURITY
• IPC 可能造成⼀一些安全問題	

• 因為 Intent 可以是惡意的!
73
THREAT !
App A App B Malicious App
Activity
Service
Broadcast
Receiver
Activity
Service
Broadcast
Receiver
Activity
Service
Broadcast
Receiver
Intent Intent Intent
Intent
System Intent
System Intent
74
REFTO COMDROID
• 請⾒見 ComDroid 投影⽚片 !
75
QUESTIONS?
• How well does an Android component behave in the
presence of a semi-valid or random Intent?	

• How robust are Android’s ICC primitives?	

• How can we refine the implementation of Intents so that inpt
validation can be improved?
76
TESTINGTOOL
Package Manager
startActivityForResult
startService
sendBroadcast
Get a list of components
77
AVOID MANUAL
INTERVENTION
• startActivityForResult() and finishActivity()	

• Pause 100ms between sending of each successive Intent
78
SEMI-MANUAL ...
• finishActivity() did not work in two situations	

• System alert was generated (crash or exception)	

• Activity was started as a new task
Calling startActivity() from outside of an Activity context
requires the FLAG_ACTIVITY_NEW_TASK flag.
79
GENERATING INTENTS
• { Action / Data / Component / Extras }	

• Data URI := scheme/path?query
80
DATA URI SCHEME
• content://	

• file://	

• folder://	

• directory://	

• geo:	

• google.streeview:	

• http://	

• https://	

• mailto:	

• ssh:	

• tel:	

• voicemail:
81
IMPLICIT INTENT
• A.Valid Intent, unrestricted fields null:	

• Match only the restricted attributes of the Intent-filter	

• B. Semi-valid Intent:	

• Fuzz at least one fileds
82
VALID INTENT
• Intent filter	

• Intent
<intent-filter>	
<action
android:name="android.net.wifi.supplicant.CONNECTION_CHANGE" />	
</intent-filter>
Intent i = new Intent();	
i.setAction("android.net.wifi.supplicant.CONNECTION_CHANGE");	
sendBroadcast(i);
83
SEMI-VALID INTENT
• Intent filter	

• Intent
<intent-filter>	
<action
android:name="android.net.wifi.supplicant.CONNECTION_CHANGE" />	
</intent-filter>
Intent i = new Intent();	
i.setAction("android.net.wifi.supplicant.CONNECTION_CHANGE");	
i.addCategory("CATEGORY_ALTERNATIVE");	
sendBroadcast(i);
84
EXPLICIT INTENT
• FIC A. Semi-valid Action and Data	

• FIC B. Blank Action or Data	

• FIC C. Random Action or Data	

• FIC D. Random Extras
* FIC : fuzz injection campaigns
robustness of callee
potential adversary
85
SEMI-VALID ACTION AND
DATA
• Total Intents: |Action|x|Data| for each component	

!
{ act=ACTION_EDIT 	

data=http://www.google.com	

comp=com.android.someCompon
ent }
Meaningless
86
BLANK DATA OR ACTION
• Total Intents: |Action|+|Data| for each component	

!
{ data=http://www.google.com	

comp=com.android.someCompon
ent }
No Action
87
RANDOM ACTION OR DATA
{ act=ACTION_EDIT	

data=a1b2c3d4	

comp=com.android.someCompon
ent }
Random
88
RANDOM EXTRAS
{ act=ACTION_DIAL	

data=tel:123-456-789	

comp=com.android.someComponent has
Extras }
89
MACHINE
• Moto Droid - Android 2.2	

• HTC Evo 3D - Android 2.3.4	

• Emulator - Android 4.0
90
FIRMWARE
• com.android.* package	

• In Droid ...	

• 297 activities	

• 42 services	

• 59 receivers	

!
!
• In Emulator ...	

• 332 activities	

• 54 services	

• 69 receivers
91
MOST POPULAR FREE APPS
• 3 Dec, 2011	

• Facebook	

• Pandora Radio	

• Voxer WalkieTalkie	

• Angry Birds	

• Skype	

!
!
!
• 103 activities	

• 11 services
92
EXPERIMENTAL RESULTS
93
FAULT INJECTION
• Choose one particular component and inject all the Intents
targeted to that component
94
COLLECT LOGS
• logcat	

• “Force Close”	

• “Application x stopped unexpectedly”	

• “FATAL EXCEPTION: main”
95
RESULTS FOR EXPLICIT
INTENTS
• 2148 crashes in Android 2.2	

• 641 crashes in Android 4.0	

• 152 crashes for Apps from Market
96
FAILED COMPONENTS
!
• Many Android components do not perform null checks	

• 3 of the apps (from Market) had at least one component
failed one or more experiments
97
EXCEPTIONTYPES
Should be handled
by the calling
function
98
IN ANDROID 4.0 ...
• Unpredictable environment-dependent errors in Android 4.0	

• WindowManager$BadTokenException (26.83%)	

• IllegalStateException (23.56%)	

• RuntimeException (3.12%)	

• system_server restarts (GC)
99
SYSTEM CRASH
• 3 Activities in built-in apps caused system_server to restart	

• Did not catch NullPointerExceptions	

• Need no extra permissions	

100
SYSTEM CRASH
101
RESULTS FORVALID INTENTS
• In HTC Evo 3D ...	

• 1910 Intent-filters startActivity() 	

• Some of them is registered by Services	

• ActivityNotFoundException	

• Crashed 5 components	

• 12 unexpected exceptions
1. NullPointerException	

2. IOException	

3. Resource
$NotFoundException
102
RESULTS FOR SEMI-VALID
• From Intent-filters	

• 643 distinct Actions	

• 37 Categories
103
DISCUSSIONS
• Poor exception handling	

• Environment-dependent errors in Android 4.0	

• Privileged components with unrestricted access
104

More Related Content

PPTX
Android Binder: Deep Dive
PPTX
Overview of Android binder IPC implementation
PDF
Explore Android Internals
PDF
Low Level View of Android System Architecture
PDF
Embedded Android : System Development - Part III (Audio / Video HAL)
PDF
Using and Customizing the Android Framework / part 4 of Embedded Android Work...
PDF
Android Security
PPT
Learning AOSP - Android Linux Device Driver
Android Binder: Deep Dive
Overview of Android binder IPC implementation
Explore Android Internals
Low Level View of Android System Architecture
Embedded Android : System Development - Part III (Audio / Video HAL)
Using and Customizing the Android Framework / part 4 of Embedded Android Work...
Android Security
Learning AOSP - Android Linux Device Driver

What's hot (20)

PDF
Android Security & Penetration Testing
PPT
Android booting sequece and setup and debugging
PDF
Android Security Internals
PDF
Android Things : Building Embedded Devices
PDF
Introduction to docker
PDF
Camera2 API, SHIM, and HAL 3.2 in Android 5.1
PPTX
Binder: Android IPC
PDF
PDF
Android Binder IPC for Linux
PDF
Embedded Android : System Development - Part IV
PPTX
android architecture
PDF
Introduction to Docker storage, volume and image
PDF
Deep Dive Into Android Security
PDF
Docker in real life
PDF
NXP NFC Android Porting Guide_2017.Jun
PDF
Docker Introduction
PDF
SSL Pinning and Bypasses: Android and iOS
PDF
Booting Android: bootloaders, fastboot and boot images
PPTX
Intro to Docker November 2013
PDF
iOS Application Security
Android Security & Penetration Testing
Android booting sequece and setup and debugging
Android Security Internals
Android Things : Building Embedded Devices
Introduction to docker
Camera2 API, SHIM, and HAL 3.2 in Android 5.1
Binder: Android IPC
Android Binder IPC for Linux
Embedded Android : System Development - Part IV
android architecture
Introduction to Docker storage, volume and image
Deep Dive Into Android Security
Docker in real life
NXP NFC Android Porting Guide_2017.Jun
Docker Introduction
SSL Pinning and Bypasses: Android and iOS
Booting Android: bootloaders, fastboot and boot images
Intro to Docker November 2013
iOS Application Security
Ad

Viewers also liked (20)

PDF
Android Architecture
PPTX
Android Thread
ODP
Embedded Android : System Development - Part III
PDF
Embedded Android : System Development - Part I
PDF
Embedded Android : System Development - Part II (Linux device drivers)
PDF
LCU13: An Introduction to ARM Trusted Firmware
PDF
Profile django
PDF
Beyond JVM - YOW! Brisbane 2013
PDF
LCA14: George Grey Keynote - LCA14
PDF
波形で見るBig.little
PDF
Oscar compiler for power reduction
PDF
Unix v6 セミナー vol. 5
PDF
Act 126 info sheet[1]
PDF
Airframer cat38
PDF
TheRegister-March2015
DOCX
TESDA APPS TO BUILD SOCIAL NETWORKING SITE NEXT TO FACEBOOK
PDF
a0drtai with Billionaire
PDF
シニア向けECサイト
PDF
Social Intranet für KMU - IBM Connect Switzerland
Android Architecture
Android Thread
Embedded Android : System Development - Part III
Embedded Android : System Development - Part I
Embedded Android : System Development - Part II (Linux device drivers)
LCU13: An Introduction to ARM Trusted Firmware
Profile django
Beyond JVM - YOW! Brisbane 2013
LCA14: George Grey Keynote - LCA14
波形で見るBig.little
Oscar compiler for power reduction
Unix v6 セミナー vol. 5
Act 126 info sheet[1]
Airframer cat38
TheRegister-March2015
TESDA APPS TO BUILD SOCIAL NETWORKING SITE NEXT TO FACEBOOK
a0drtai with Billionaire
シニア向けECサイト
Social Intranet für KMU - IBM Connect Switzerland
Ad

Similar to Android IPC Mechanism (20)

PDF
Coscup2018 itri android-in-cloud
PDF
Understanding binder in android
PDF
Android binder introduction
PDF
Binding android piece by piece
PDF
Android containerization in brief
PDF
Container based android
PDF
June 2014 - IPC in android
PDF
Embedded Android : System Development - Part IV (Android System Services)
PPTX
Inter Process Communication (IPC) in Android
PDF
(phpconftw2012) PHP as a Middleware in Embedded Systems
PDF
Android ipm 20110409
PDF
Android IPC Mechanism
ODP
Inter-process communication of Android
PPT
Android应用开发简介
PDF
Android internals 06 - Binder, Typical subsystem (rev_1.1)
PDF
Android Internals at Linaro Connect Asia 2013
PDF
Leveraging Android's Linux Heritage at ELC-E 2011
PDF
Leveraging Android's Linux Heritage
PDF
The key issues for teaching or learning Android and Linux Kernel
PPTX
IPC: AIDL is not a curse
Coscup2018 itri android-in-cloud
Understanding binder in android
Android binder introduction
Binding android piece by piece
Android containerization in brief
Container based android
June 2014 - IPC in android
Embedded Android : System Development - Part IV (Android System Services)
Inter Process Communication (IPC) in Android
(phpconftw2012) PHP as a Middleware in Embedded Systems
Android ipm 20110409
Android IPC Mechanism
Inter-process communication of Android
Android应用开发简介
Android internals 06 - Binder, Typical subsystem (rev_1.1)
Android Internals at Linaro Connect Asia 2013
Leveraging Android's Linux Heritage at ELC-E 2011
Leveraging Android's Linux Heritage
The key issues for teaching or learning Android and Linux Kernel
IPC: AIDL is not a curse

Recently uploaded (20)

PPTX
MicrosoftCybserSecurityReferenceArchitecture-April-2025.pptx
PDF
How IoT Sensor Integration in 2025 is Transforming Industries Worldwide
PPTX
2018-HIPAA-Renewal-Training for executives
PPT
What is a Computer? Input Devices /output devices
PDF
Produktkatalog für HOBO Datenlogger, Wetterstationen, Sensoren, Software und ...
PDF
A contest of sentiment analysis: k-nearest neighbor versus neural network
DOCX
search engine optimization ppt fir known well about this
PDF
Developing a website for English-speaking practice to English as a foreign la...
PPT
Geologic Time for studying geology for geologist
PDF
Architecture types and enterprise applications.pdf
PDF
NewMind AI Weekly Chronicles – August ’25 Week III
PPTX
AI IN MARKETING- PRESENTED BY ANWAR KABIR 1st June 2025.pptx
PDF
1 - Historical Antecedents, Social Consideration.pdf
PPTX
Custom Battery Pack Design Considerations for Performance and Safety
PPTX
Build Your First AI Agent with UiPath.pptx
PPTX
Final SEM Unit 1 for mit wpu at pune .pptx
PDF
UiPath Agentic Automation session 1: RPA to Agents
PDF
Improvisation in detection of pomegranate leaf disease using transfer learni...
PDF
sbt 2.0: go big (Scala Days 2025 edition)
PPTX
GROUP4NURSINGINFORMATICSREPORT-2 PRESENTATION
MicrosoftCybserSecurityReferenceArchitecture-April-2025.pptx
How IoT Sensor Integration in 2025 is Transforming Industries Worldwide
2018-HIPAA-Renewal-Training for executives
What is a Computer? Input Devices /output devices
Produktkatalog für HOBO Datenlogger, Wetterstationen, Sensoren, Software und ...
A contest of sentiment analysis: k-nearest neighbor versus neural network
search engine optimization ppt fir known well about this
Developing a website for English-speaking practice to English as a foreign la...
Geologic Time for studying geology for geologist
Architecture types and enterprise applications.pdf
NewMind AI Weekly Chronicles – August ’25 Week III
AI IN MARKETING- PRESENTED BY ANWAR KABIR 1st June 2025.pptx
1 - Historical Antecedents, Social Consideration.pdf
Custom Battery Pack Design Considerations for Performance and Safety
Build Your First AI Agent with UiPath.pptx
Final SEM Unit 1 for mit wpu at pune .pptx
UiPath Agentic Automation session 1: RPA to Agents
Improvisation in detection of pomegranate leaf disease using transfer learni...
sbt 2.0: go big (Scala Days 2025 edition)
GROUP4NURSINGINFORMATICSREPORT-2 PRESENTATION

Android IPC Mechanism