SlideShare uma empresa Scribd logo

Federated Learning with TensorFlow

•
•
Daniyal Shahrokhian
Daniyal Shahrokhian

These are the slides used in my Youtube video: https://youtu.be/gOHSewZawoo

Dados e análise
1 de 5
Baixar para ler offline
Federated Learning with Tensorflow Daniyal Shahrokhian <daniyal@kth.se>
Traditional ML workflow Tensorflow World 2019 - Krzysztof Ostrowski
Pains and Limitations - Size of the data - Maybe too large for our computing infrastructure to process - Could be solved with horizontal/vertical scaling - Data privacy - Maybe data contains sensitive information, or violates user privacy - Could be solved with Homomorphic Encryption (HE) and Multi-Key Homomorphic Encryption (MKHE)
Intro to Federated Learning (FL) Breaking Privacy in Federated Learning - Ahmed Gad (KDnuggets)
Demo - Jupyter Notebook - Youtube Video

Recomendados

Fedarated learning
Fedarated learningFedarated learning
Fedarated learningVaishakhKP1
 
Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18Cloudera, Inc.
 
Federated Machine Learning Framework
Federated Machine Learning FrameworkFederated Machine Learning Framework
Federated Machine Learning FrameworkAnup kumar
 
Federated learning in brief
Federated learning in briefFederated learning in brief
Federated learning in briefShashi Perera
 
A Privacy Framework for Hierarchical Federated Learning
A Privacy Framework for Hierarchical Federated LearningA Privacy Framework for Hierarchical Federated Learning
A Privacy Framework for Hierarchical Federated LearningDebmalya Biswas
 
Federated Learning
Federated LearningFederated Learning
Federated LearningDataWorks Summit
 
Federated Learning
Federated LearningFederated Learning
Federated LearningHarvard Medical School, LMU Munich
 
Federated Learning of Neural Network Models with Heterogeneous Structures.pdf
Federated Learning of Neural Network Models with Heterogeneous Structures.pdfFederated Learning of Neural Network Models with Heterogeneous Structures.pdf
Federated Learning of Neural Network Models with Heterogeneous Structures.pdfKundjanasith Thonglek
 

Recomendados

Fedarated learning
Fedarated learningFedarated learning
Fedarated learningVaishakhKP1
 
Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18Federated Learning: ML with Privacy on the Edge 11.15.18
Federated Learning: ML with Privacy on the Edge 11.15.18Cloudera, Inc.
 
Federated Machine Learning Framework
Federated Machine Learning FrameworkFederated Machine Learning Framework
Federated Machine Learning FrameworkAnup kumar
 
Federated learning in brief
Federated learning in briefFederated learning in brief
Federated learning in briefShashi Perera
 
A Privacy Framework for Hierarchical Federated Learning
A Privacy Framework for Hierarchical Federated LearningA Privacy Framework for Hierarchical Federated Learning
A Privacy Framework for Hierarchical Federated LearningDebmalya Biswas
 
Federated Learning
Federated LearningFederated Learning
Federated LearningDataWorks Summit
 
Federated Learning
Federated LearningFederated Learning
Federated LearningHarvard Medical School, LMU Munich
 
Federated Learning of Neural Network Models with Heterogeneous Structures.pdf
Federated Learning of Neural Network Models with Heterogeneous Structures.pdfFederated Learning of Neural Network Models with Heterogeneous Structures.pdf
Federated Learning of Neural Network Models with Heterogeneous Structures.pdfKundjanasith Thonglek
 
DNA based Cryptography_Final_Review
DNA based Cryptography_Final_ReviewDNA based Cryptography_Final_Review
DNA based Cryptography_Final_ReviewRasheed Karuvally
 
Federated learning
Federated learningFederated learning
Federated learningMindos Cheng
 
Federated learning and its role in the privacy preservation of IoT devices
Federated learning and its role in the privacy preservation of IoT devicesFederated learning and its role in the privacy preservation of IoT devices
Federated learning and its role in the privacy preservation of IoT devicesAlAtfat
 
Distributed computing environment
Distributed computing environmentDistributed computing environment
Distributed computing environmentRavi Bhushan
 
AI On the Edge: Model Compression
AI On the Edge: Model CompressionAI On the Edge: Model Compression
AI On the Edge: Model CompressionApache MXNet
 
Few shot learning/ one shot learning/ machine learning
Few shot learning/ one shot learning/ machine learningFew shot learning/ one shot learning/ machine learning
Few shot learning/ one shot learning/ machine learningﺁﺻﻒ ﻋﻠﯽ ﻣﯿﺮ
 
SECRY - Secure file storage on cloud using hybrid cryptography
SECRY - Secure file storage on cloud using hybrid cryptographySECRY - Secure file storage on cloud using hybrid cryptography
SECRY - Secure file storage on cloud using hybrid cryptographyALIN BABU
 
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...MLAI2
 
Threats to federated learning a survey
Threats to federated learning a surveyThreats to federated learning a survey
Threats to federated learning a surveyWasae Qureshi
 
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...ssuser4b1f48
 
secure file storage on cloud using hybrid Cryptography ppt.pptx
secure file storage on cloud using hybrid Cryptography ppt.pptxsecure file storage on cloud using hybrid Cryptography ppt.pptx
secure file storage on cloud using hybrid Cryptography ppt.pptxNishmithaHc
 
Lecture 1 graphical models
Lecture 1 graphical modelsLecture 1 graphical models
Lecture 1 graphical modelsDuy Tung Pham
 
Hierachical clustering
Hierachical clusteringHierachical clustering
Hierachical clusteringTilani Gunawardena PhD(UNIBAS), BSc(Pera), FHEA(UK), CEng, MIESL
 
Homomorphic Encryption
Homomorphic EncryptionHomomorphic Encryption
Homomorphic EncryptionVipin Tejwani
 
Data sharing: How, what and why?
Data sharing: How, what and why?Data sharing: How, what and why?
Data sharing: How, what and why?dancrane_open
 
Data encryption, Description, DES
Data encryption, Description, DESData encryption, Description, DES
Data encryption, Description, DESHuawei Technologies
 
1. GRID COMPUTING
1. GRID COMPUTING1. GRID COMPUTING
1. GRID COMPUTINGDr Sandeep Kumar Poonia
 
Security of Machine Learning
Security of Machine LearningSecurity of Machine Learning
Security of Machine LearningInstitute of Contemporary Sciences
 
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...Salah Amean
 
One shot learning
One shot learningOne shot learning
One shot learningVuong Ho Ngoc
 
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degreeyuu sss
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryJeremy Anderson
 

Mais conteúdo relacionado

Mais procurados

DNA based Cryptography_Final_Review
DNA based Cryptography_Final_ReviewDNA based Cryptography_Final_Review
DNA based Cryptography_Final_ReviewRasheed Karuvally
 
Federated learning
Federated learningFederated learning
Federated learningMindos Cheng
 
Federated learning and its role in the privacy preservation of IoT devices
Federated learning and its role in the privacy preservation of IoT devicesFederated learning and its role in the privacy preservation of IoT devices
Federated learning and its role in the privacy preservation of IoT devicesAlAtfat
 
Distributed computing environment
Distributed computing environmentDistributed computing environment
Distributed computing environmentRavi Bhushan
 
AI On the Edge: Model Compression
AI On the Edge: Model CompressionAI On the Edge: Model Compression
AI On the Edge: Model CompressionApache MXNet
 
Few shot learning/ one shot learning/ machine learning
Few shot learning/ one shot learning/ machine learningFew shot learning/ one shot learning/ machine learning
Few shot learning/ one shot learning/ machine learningﺁﺻﻒ ﻋﻠﯽ ﻣﯿﺮ
 
SECRY - Secure file storage on cloud using hybrid cryptography
SECRY - Secure file storage on cloud using hybrid cryptographySECRY - Secure file storage on cloud using hybrid cryptography
SECRY - Secure file storage on cloud using hybrid cryptographyALIN BABU
 
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...MLAI2
 
Threats to federated learning a survey
Threats to federated learning a surveyThreats to federated learning a survey
Threats to federated learning a surveyWasae Qureshi
 
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...ssuser4b1f48
 
secure file storage on cloud using hybrid Cryptography ppt.pptx
secure file storage on cloud using hybrid Cryptography ppt.pptxsecure file storage on cloud using hybrid Cryptography ppt.pptx
secure file storage on cloud using hybrid Cryptography ppt.pptxNishmithaHc
 
Lecture 1 graphical models
Lecture 1 graphical modelsLecture 1 graphical models
Lecture 1 graphical modelsDuy Tung Pham
 
Homomorphic Encryption
Homomorphic EncryptionHomomorphic Encryption
Homomorphic EncryptionVipin Tejwani
 
Data sharing: How, what and why?
Data sharing: How, what and why?Data sharing: How, what and why?
Data sharing: How, what and why?dancrane_open
 
Data encryption, Description, DES
Data encryption, Description, DESData encryption, Description, DES
Data encryption, Description, DESHuawei Technologies
 
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...Salah Amean
 

Mais procurados (20)

DNA based Cryptography_Final_Review
DNA based Cryptography_Final_ReviewDNA based Cryptography_Final_Review
DNA based Cryptography_Final_Review
 
Federated learning
Federated learningFederated learning
Federated learning
 
Federated learning and its role in the privacy preservation of IoT devices
Federated learning and its role in the privacy preservation of IoT devicesFederated learning and its role in the privacy preservation of IoT devices
Federated learning and its role in the privacy preservation of IoT devices
 
Distributed computing environment
Distributed computing environmentDistributed computing environment
Distributed computing environment
 
AI On the Edge: Model Compression
AI On the Edge: Model CompressionAI On the Edge: Model Compression
AI On the Edge: Model Compression
 
Few shot learning/ one shot learning/ machine learning
Few shot learning/ one shot learning/ machine learningFew shot learning/ one shot learning/ machine learning
Few shot learning/ one shot learning/ machine learning
 
SECRY - Secure file storage on cloud using hybrid cryptography
SECRY - Secure file storage on cloud using hybrid cryptographySECRY - Secure file storage on cloud using hybrid cryptography
SECRY - Secure file storage on cloud using hybrid cryptography
 
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint L...
 
Threats to federated learning a survey
Threats to federated learning a surveyThreats to federated learning a survey
Threats to federated learning a survey
 
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...
NS-CUK Joint Journal Club: V.T.Hoang, Review on "Heterogeneous Graph Attentio...
 
secure file storage on cloud using hybrid Cryptography ppt.pptx
secure file storage on cloud using hybrid Cryptography ppt.pptxsecure file storage on cloud using hybrid Cryptography ppt.pptx
secure file storage on cloud using hybrid Cryptography ppt.pptx
 
Lecture 1 graphical models
Lecture 1 graphical modelsLecture 1 graphical models
Lecture 1 graphical models
 
Hierachical clustering
Hierachical clusteringHierachical clustering
Hierachical clustering
 
Homomorphic Encryption
Homomorphic EncryptionHomomorphic Encryption
Homomorphic Encryption
 
Data sharing: How, what and why?
Data sharing: How, what and why?Data sharing: How, what and why?
Data sharing: How, what and why?
 
Data encryption, Description, DES
Data encryption, Description, DESData encryption, Description, DES
Data encryption, Description, DES
 
1. GRID COMPUTING
1. GRID COMPUTING1. GRID COMPUTING
1. GRID COMPUTING
 
Security of Machine Learning
Security of Machine LearningSecurity of Machine Learning
Security of Machine Learning
 
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...
Data Mining Concepts and Techniques, Chapter 10. Cluster Analysis: Basic Conc...
 
One shot learning
One shot learningOne shot learning
One shot learning
 

Último

办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degreeyuu sss
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryJeremy Anderson
 
Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Colleen Farrelly
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改yuu sss
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024thyngster
 
Learn How Data Science Changes Our World
Learn How Data Science Changes Our WorldLearn How Data Science Changes Our World
Learn How Data Science Changes Our WorldEduminds Learning
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPTBoston Institute of Analytics
 
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesConf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesTimothy Spann
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...Amil Baba Dawood bangali
 
Thiophen Mechanism khhjjjjjjjhhhhhhhhhhh
Thiophen Mechanism khhjjjjjjjhhhhhhhhhhhThiophen Mechanism khhjjjjjjjhhhhhhhhhhh
Thiophen Mechanism khhjjjjjjjhhhhhhhhhhhYasamin16
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024Susanna-Assunta Sansone
 
Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Seán Kennedy
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
IMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxIMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxdolaknnilon
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...Boston Institute of Analytics
 
1:1定制(UQ毕业证）昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证）昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证）昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证）昆士兰大学毕业证成绩单修改留信学历认证原版一模一样vhwb25kk
 
办理(UWIC毕业证书)英国卡迪夫城市大学毕业证成绩单原版一比一
办理(UWIC毕业证书)英国卡迪夫城市大学毕业证成绩单原版一比一办理(UWIC毕业证书)英国卡迪夫城市大学毕业证成绩单原版一比一
办理(UWIC毕业证书)英国卡迪夫城市大学毕业证成绩单原版一比一F La
 
Top 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In QueensTop 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In Queensdataanalyticsqueen03
 
LLMs, LMMs, their Improvement Suggestions and the Path towards AGI
LLMs, LMMs, their Improvement Suggestions and the Path towards AGILLMs, LMMs, their Improvement Suggestions and the Path towards AGI
LLMs, LMMs, their Improvement Suggestions and the Path towards AGIThomas Poetter
 

Último (20)

办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
办美国阿肯色大学小石城分校毕业证成绩单pdf电子版制作修改#真实留信入库#永久存档#真实可查#diploma#degree
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data Story
 
Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
 
Learn How Data Science Changes Our World
Learn How Data Science Changes Our WorldLearn How Data Science Changes Our World
Learn How Data Science Changes Our World
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
 
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesConf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
 
Thiophen Mechanism khhjjjjjjjhhhhhhhhhhh
Thiophen Mechanism khhjjjjjjjhhhhhhhhhhhThiophen Mechanism khhjjjjjjjhhhhhhhhhhh
Thiophen Mechanism khhjjjjjjjhhhhhhhhhhh
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
 
Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...Student profile product demonstration on grades, ability, well-being and mind...
Student profile product demonstration on grades, ability, well-being and mind...
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
IMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxIMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptx
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
 
1:1定制(UQ毕业证）昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证）昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证）昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证）昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
 
办理(UWIC毕业证书)英国卡迪夫城市大学毕业证成绩单原版一比一
办理(UWIC毕业证书)英国卡迪夫城市大学毕业证成绩单原版一比一办理(UWIC毕业证书)英国卡迪夫城市大学毕业证成绩单原版一比一
办理(UWIC毕业证书)英国卡迪夫城市大学毕业证成绩单原版一比一
 
Top 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In QueensTop 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In Queens
 
LLMs, LMMs, their Improvement Suggestions and the Path towards AGI
LLMs, LMMs, their Improvement Suggestions and the Path towards AGILLMs, LMMs, their Improvement Suggestions and the Path towards AGI
LLMs, LMMs, their Improvement Suggestions and the Path towards AGI
 

Federated Learning with TensorFlow