SlideShare a Scribd company logo
DEEPER THINGS
Aish Fenton
@aishfenton
Sudeep Das
@datamusing
Popular On Netflix
 Deeper Things: How Netflix Leverages Deep Learning in Recommendations and Search
 Deeper Things: How Netflix Leverages Deep Learning in Recommendations and Search
 Deeper Things: How Netflix Leverages Deep Learning in Recommendations and Search
 Deeper Things: How Netflix Leverages Deep Learning in Recommendations and Search
● 1999-2005: DVD
● Netflix Prize (2006-2009):
○ > 10% improvement, win $1,000,000
● Top performing model(s) ended up being Matrix
Factorization (SVD++, Koren, et al)
● We’ve moved on, but MF is still a much-used
foundational method
Netflix,Recommendation Systems, ML
USERSITEMS
0 1 0 1 0
0 0 1 1 0
1 0 0 1 1
0 1 0 0 0
0 0 0 0 1
Traditional Recommendation Setup
U≈R
V
Matrix Factorization
U≈R
V
Matrix Factorization
GOING DEEPER
If MF were a Neural Network…
V
U
Mean
Squared Loss?
Now we can go deeper
V
U
The naive approach …
V
U
The knee-jerk reaction would be to add
multiple fully connected layers here.
Does that work?
Loss
function
Loss
function
… isn’t always the best!
V
U
But NNs open up many other possibilities ...
Softmax
BOW -average
/ N-gram /
Sequence
Feed-forward/
LSTM
Input
interactions
(X)
p(Y)
V
Adding time and context
Softmax
Sequence
LSTM
Input
interactions
(X)
p(Y)
2018-12-2319:32:10
2018-12-2412:05:53
2019-01-0215:40:22
V
Offline ranking metrics
Loss function
?
Adding heterogeneous side information ...
V
U
User Metadata:
e.g. Country, Preferred Language
Item Metadata:
e.g. Country of origin, synopsis
embedding, boxart embedding
Rich hierarchical side information cannot be easily
embedded into Euclidean space
Politically Incorrect Stand
Up
Stand Up
Comedies
Romantic
Comedies
Raunchy Stand Up
Feel Good Romantic
Comedies
Romantic Comedies based
on Books
Women Who Make Us
Laugh
Alltagging
metadata
Documentaries
STILL DEEPER
Riddle: What’s so vast it can’t
fit in a deep neural network?
Bright
Birdbox
Sandra Bullock
Mr and Mrs. Smith
Will Smith
EXPONENTIALGROWTH
We need to leave Euclidean
space and go into Hyperbolic
Space
EXPONENTIAL GROWTH WITH R
NEG CURVATURE
 Deeper Things: How Netflix Leverages Deep Learning in Recommendations and Search
V
Uu
v
u
v
dist(u,v)
gradient of operations
V
U
Differential geometry provides the answer!
EXPONENTIALGROWTH
QUESTIONS ?

More Related Content

What's hot

Déjà Vu: The Importance of Time and Causality in Recommender Systems
Déjà Vu: The Importance of Time and Causality in Recommender SystemsDéjà Vu: The Importance of Time and Causality in Recommender Systems
Déjà Vu: The Importance of Time and Causality in Recommender Systems
Justin Basilico
 
Recent Trends in Personalization at Netflix
Recent Trends in Personalization at NetflixRecent Trends in Personalization at Netflix
Recent Trends in Personalization at Netflix
Justin Basilico
 
Lessons Learned from Building Machine Learning Software at Netflix
Lessons Learned from Building Machine Learning Software at NetflixLessons Learned from Building Machine Learning Software at Netflix
Lessons Learned from Building Machine Learning Software at Netflix
Justin Basilico
 
Personalizing "The Netflix Experience" with Deep Learning
Personalizing "The Netflix Experience" with Deep LearningPersonalizing "The Netflix Experience" with Deep Learning
Personalizing "The Netflix Experience" with Deep Learning
Anoop Deoras
 
Artwork Personalization at Netflix
Artwork Personalization at NetflixArtwork Personalization at Netflix
Artwork Personalization at Netflix
Justin Basilico
 
Past, Present & Future of Recommender Systems: An Industry Perspective
Past, Present & Future of Recommender Systems: An Industry PerspectivePast, Present & Future of Recommender Systems: An Industry Perspective
Past, Present & Future of Recommender Systems: An Industry Perspective
Justin Basilico
 
Deep Learning for Recommender Systems
Deep Learning for Recommender SystemsDeep Learning for Recommender Systems
Deep Learning for Recommender Systems
Yves Raimond
 
Recommendation at Netflix Scale
Recommendation at Netflix ScaleRecommendation at Netflix Scale
Recommendation at Netflix Scale
Justin Basilico
 
Tutorial on Deep Learning in Recommender System, Lars summer school 2019
Tutorial on Deep Learning in Recommender System, Lars summer school 2019Tutorial on Deep Learning in Recommender System, Lars summer school 2019
Tutorial on Deep Learning in Recommender System, Lars summer school 2019
Anoop Deoras
 
Recommending for the World
Recommending for the WorldRecommending for the World
Recommending for the World
Yves Raimond
 
Recent Trends in Personalization at Netflix
Recent Trends in Personalization at NetflixRecent Trends in Personalization at Netflix
Recent Trends in Personalization at Netflix
Förderverein Technische Fakultät
 
Learning a Personalized Homepage
Learning a Personalized HomepageLearning a Personalized Homepage
Learning a Personalized Homepage
Justin Basilico
 
Calibrated Recommendations
Calibrated RecommendationsCalibrated Recommendations
Calibrated Recommendations
Harald Steck
 
RecSys 2020 A Human Perspective on Algorithmic Similarity Schendel 9-2020
RecSys 2020 A Human Perspective on Algorithmic Similarity Schendel 9-2020RecSys 2020 A Human Perspective on Algorithmic Similarity Schendel 9-2020
RecSys 2020 A Human Perspective on Algorithmic Similarity Schendel 9-2020
Zachary Schendel
 
A Multi-Armed Bandit Framework For Recommendations at Netflix
A Multi-Armed Bandit Framework For Recommendations at NetflixA Multi-Armed Bandit Framework For Recommendations at Netflix
A Multi-Armed Bandit Framework For Recommendations at Netflix
Jaya Kawale
 
Personalized Page Generation for Browsing Recommendations
Personalized Page Generation for Browsing RecommendationsPersonalized Page Generation for Browsing Recommendations
Personalized Page Generation for Browsing Recommendations
Justin Basilico
 
Personalization at Netflix - Making Stories Travel
Personalization at Netflix -  Making Stories Travel Personalization at Netflix -  Making Stories Travel
Personalization at Netflix - Making Stories Travel
Sudeep Das, Ph.D.
 
Artwork Personalization at Netflix Fernando Amat RecSys2018
Artwork Personalization at Netflix Fernando Amat RecSys2018 Artwork Personalization at Netflix Fernando Amat RecSys2018
Artwork Personalization at Netflix Fernando Amat RecSys2018
Fernando Amat
 
Past, present, and future of Recommender Systems: an industry perspective
Past, present, and future of Recommender Systems: an industry perspectivePast, present, and future of Recommender Systems: an industry perspective
Past, present, and future of Recommender Systems: an industry perspective
Xavier Amatriain
 
Recommendation Modeling with Impression Data at Netflix
Recommendation Modeling with Impression Data at NetflixRecommendation Modeling with Impression Data at Netflix
Recommendation Modeling with Impression Data at Netflix
Jiangwei Pan
 

What's hot (20)

Déjà Vu: The Importance of Time and Causality in Recommender Systems
Déjà Vu: The Importance of Time and Causality in Recommender SystemsDéjà Vu: The Importance of Time and Causality in Recommender Systems
Déjà Vu: The Importance of Time and Causality in Recommender Systems
 
Recent Trends in Personalization at Netflix
Recent Trends in Personalization at NetflixRecent Trends in Personalization at Netflix
Recent Trends in Personalization at Netflix
 
Lessons Learned from Building Machine Learning Software at Netflix
Lessons Learned from Building Machine Learning Software at NetflixLessons Learned from Building Machine Learning Software at Netflix
Lessons Learned from Building Machine Learning Software at Netflix
 
Personalizing "The Netflix Experience" with Deep Learning
Personalizing "The Netflix Experience" with Deep LearningPersonalizing "The Netflix Experience" with Deep Learning
Personalizing "The Netflix Experience" with Deep Learning
 
Artwork Personalization at Netflix
Artwork Personalization at NetflixArtwork Personalization at Netflix
Artwork Personalization at Netflix
 
Past, Present & Future of Recommender Systems: An Industry Perspective
Past, Present & Future of Recommender Systems: An Industry PerspectivePast, Present & Future of Recommender Systems: An Industry Perspective
Past, Present & Future of Recommender Systems: An Industry Perspective
 
Deep Learning for Recommender Systems
Deep Learning for Recommender SystemsDeep Learning for Recommender Systems
Deep Learning for Recommender Systems
 
Recommendation at Netflix Scale
Recommendation at Netflix ScaleRecommendation at Netflix Scale
Recommendation at Netflix Scale
 
Tutorial on Deep Learning in Recommender System, Lars summer school 2019
Tutorial on Deep Learning in Recommender System, Lars summer school 2019Tutorial on Deep Learning in Recommender System, Lars summer school 2019
Tutorial on Deep Learning in Recommender System, Lars summer school 2019
 
Recommending for the World
Recommending for the WorldRecommending for the World
Recommending for the World
 
Recent Trends in Personalization at Netflix
Recent Trends in Personalization at NetflixRecent Trends in Personalization at Netflix
Recent Trends in Personalization at Netflix
 
Learning a Personalized Homepage
Learning a Personalized HomepageLearning a Personalized Homepage
Learning a Personalized Homepage
 
Calibrated Recommendations
Calibrated RecommendationsCalibrated Recommendations
Calibrated Recommendations
 
RecSys 2020 A Human Perspective on Algorithmic Similarity Schendel 9-2020
RecSys 2020 A Human Perspective on Algorithmic Similarity Schendel 9-2020RecSys 2020 A Human Perspective on Algorithmic Similarity Schendel 9-2020
RecSys 2020 A Human Perspective on Algorithmic Similarity Schendel 9-2020
 
A Multi-Armed Bandit Framework For Recommendations at Netflix
A Multi-Armed Bandit Framework For Recommendations at NetflixA Multi-Armed Bandit Framework For Recommendations at Netflix
A Multi-Armed Bandit Framework For Recommendations at Netflix
 
Personalized Page Generation for Browsing Recommendations
Personalized Page Generation for Browsing RecommendationsPersonalized Page Generation for Browsing Recommendations
Personalized Page Generation for Browsing Recommendations
 
Personalization at Netflix - Making Stories Travel
Personalization at Netflix -  Making Stories Travel Personalization at Netflix -  Making Stories Travel
Personalization at Netflix - Making Stories Travel
 
Artwork Personalization at Netflix Fernando Amat RecSys2018
Artwork Personalization at Netflix Fernando Amat RecSys2018 Artwork Personalization at Netflix Fernando Amat RecSys2018
Artwork Personalization at Netflix Fernando Amat RecSys2018
 
Past, present, and future of Recommender Systems: an industry perspective
Past, present, and future of Recommender Systems: an industry perspectivePast, present, and future of Recommender Systems: an industry perspective
Past, present, and future of Recommender Systems: an industry perspective
 
Recommendation Modeling with Impression Data at Netflix
Recommendation Modeling with Impression Data at NetflixRecommendation Modeling with Impression Data at Netflix
Recommendation Modeling with Impression Data at Netflix
 

Similar to Deeper Things: How Netflix Leverages Deep Learning in Recommendations and Search

Classification case study + intro to cnn
Classification case study + intro to cnnClassification case study + intro to cnn
Classification case study + intro to cnn
Vincent Tatan
 
introduction to deeplearning
introduction to deeplearningintroduction to deeplearning
introduction to deeplearning
Eyad Alshami
 
Using Topological Data Analysis on your BigData
Using Topological Data Analysis on your BigDataUsing Topological Data Analysis on your BigData
Using Topological Data Analysis on your BigData
AnalyticsWeek
 
Haplotyping and genotype imputation using Graphics Processing Units
Haplotyping and genotype imputation using Graphics Processing UnitsHaplotyping and genotype imputation using Graphics Processing Units
Haplotyping and genotype imputation using Graphics Processing Units
USC
 
Visualization of Deep Learning
Visualization of Deep LearningVisualization of Deep Learning
Visualization of Deep Learning
YaminiAlapati1
 
Complicating Complexity: Performance in a New Machine Age
Complicating Complexity: Performance in a New Machine AgeComplicating Complexity: Performance in a New Machine Age
Complicating Complexity: Performance in a New Machine Age
Maurice Naftalin
 
Deep learning
Deep learningDeep learning
Deep learning
Aman Kamboj
 
Learning in Networks: were Pavlov and Hebb right?
Learning in Networks: were Pavlov and Hebb right?Learning in Networks: were Pavlov and Hebb right?
Learning in Networks: were Pavlov and Hebb right?
Victor Miagkikh
 
Crafting Recommenders: the Shallow and the Deep of it!
Crafting Recommenders: the Shallow and the Deep of it! Crafting Recommenders: the Shallow and the Deep of it!
Crafting Recommenders: the Shallow and the Deep of it!
Sudeep Das, Ph.D.
 
Unum Computing: An Energy Efficient and Massively Parallel Approach to Valid ...
Unum Computing: An Energy Efficient and Massively Parallel Approach to Valid ...Unum Computing: An Energy Efficient and Massively Parallel Approach to Valid ...
Unum Computing: An Energy Efficient and Massively Parallel Approach to Valid ...
inside-BigData.com
 
Improving Hardware Efficiency for DNN Applications
Improving Hardware Efficiency for DNN ApplicationsImproving Hardware Efficiency for DNN Applications
Improving Hardware Efficiency for DNN Applications
Chester Chen
 
A Cloud Outage Under the Lens of “Profound Knowledge”
A Cloud Outage Under the Lens of  “Profound Knowledge” A Cloud Outage Under the Lens of  “Profound Knowledge”
A Cloud Outage Under the Lens of “Profound Knowledge”
John Willis
 
Fa19_P1.pptx
Fa19_P1.pptxFa19_P1.pptx
Fa19_P1.pptx
Md Abul Hayat
 
18.05.2017 BigData & NoSQL Meetup - TOWARDS USER UNDERSTANDING
18.05.2017 BigData & NoSQL Meetup - TOWARDS USER UNDERSTANDING18.05.2017 BigData & NoSQL Meetup - TOWARDS USER UNDERSTANDING
18.05.2017 BigData & NoSQL Meetup - TOWARDS USER UNDERSTANDING
Zalando adtech lab
 
Recurrent Neural Networks for Text Analysis
Recurrent Neural Networks for Text AnalysisRecurrent Neural Networks for Text Analysis
Recurrent Neural Networks for Text Analysis
odsc
 
05-transformers.pdf
05-transformers.pdf05-transformers.pdf
05-transformers.pdf
ChaoYang81
 
Deeplearning in finance
Deeplearning in financeDeeplearning in finance
Deeplearning in finance
Sebastien Jehan
 
Deep Learning in Recommender Systems - RecSys Summer School 2017
Deep Learning in Recommender Systems - RecSys Summer School 2017Deep Learning in Recommender Systems - RecSys Summer School 2017
Deep Learning in Recommender Systems - RecSys Summer School 2017
Balázs Hidasi
 
Recent advances of AI for medical imaging : Engineering perspectives
Recent advances of AI for medical imaging : Engineering perspectivesRecent advances of AI for medical imaging : Engineering perspectives
Recent advances of AI for medical imaging : Engineering perspectives
Namkug Kim
 
Training at AI Frontiers 2018 - Lukasz Kaiser: Sequence to Sequence Learning ...
Training at AI Frontiers 2018 - Lukasz Kaiser: Sequence to Sequence Learning ...Training at AI Frontiers 2018 - Lukasz Kaiser: Sequence to Sequence Learning ...
Training at AI Frontiers 2018 - Lukasz Kaiser: Sequence to Sequence Learning ...
AI Frontiers
 

Similar to Deeper Things: How Netflix Leverages Deep Learning in Recommendations and Search (20)

Classification case study + intro to cnn
Classification case study + intro to cnnClassification case study + intro to cnn
Classification case study + intro to cnn
 
introduction to deeplearning
introduction to deeplearningintroduction to deeplearning
introduction to deeplearning
 
Using Topological Data Analysis on your BigData
Using Topological Data Analysis on your BigDataUsing Topological Data Analysis on your BigData
Using Topological Data Analysis on your BigData
 
Haplotyping and genotype imputation using Graphics Processing Units
Haplotyping and genotype imputation using Graphics Processing UnitsHaplotyping and genotype imputation using Graphics Processing Units
Haplotyping and genotype imputation using Graphics Processing Units
 
Visualization of Deep Learning
Visualization of Deep LearningVisualization of Deep Learning
Visualization of Deep Learning
 
Complicating Complexity: Performance in a New Machine Age
Complicating Complexity: Performance in a New Machine AgeComplicating Complexity: Performance in a New Machine Age
Complicating Complexity: Performance in a New Machine Age
 
Deep learning
Deep learningDeep learning
Deep learning
 
Learning in Networks: were Pavlov and Hebb right?
Learning in Networks: were Pavlov and Hebb right?Learning in Networks: were Pavlov and Hebb right?
Learning in Networks: were Pavlov and Hebb right?
 
Crafting Recommenders: the Shallow and the Deep of it!
Crafting Recommenders: the Shallow and the Deep of it! Crafting Recommenders: the Shallow and the Deep of it!
Crafting Recommenders: the Shallow and the Deep of it!
 
Unum Computing: An Energy Efficient and Massively Parallel Approach to Valid ...
Unum Computing: An Energy Efficient and Massively Parallel Approach to Valid ...Unum Computing: An Energy Efficient and Massively Parallel Approach to Valid ...
Unum Computing: An Energy Efficient and Massively Parallel Approach to Valid ...
 
Improving Hardware Efficiency for DNN Applications
Improving Hardware Efficiency for DNN ApplicationsImproving Hardware Efficiency for DNN Applications
Improving Hardware Efficiency for DNN Applications
 
A Cloud Outage Under the Lens of “Profound Knowledge”
A Cloud Outage Under the Lens of  “Profound Knowledge” A Cloud Outage Under the Lens of  “Profound Knowledge”
A Cloud Outage Under the Lens of “Profound Knowledge”
 
Fa19_P1.pptx
Fa19_P1.pptxFa19_P1.pptx
Fa19_P1.pptx
 
18.05.2017 BigData & NoSQL Meetup - TOWARDS USER UNDERSTANDING
18.05.2017 BigData & NoSQL Meetup - TOWARDS USER UNDERSTANDING18.05.2017 BigData & NoSQL Meetup - TOWARDS USER UNDERSTANDING
18.05.2017 BigData & NoSQL Meetup - TOWARDS USER UNDERSTANDING
 
Recurrent Neural Networks for Text Analysis
Recurrent Neural Networks for Text AnalysisRecurrent Neural Networks for Text Analysis
Recurrent Neural Networks for Text Analysis
 
05-transformers.pdf
05-transformers.pdf05-transformers.pdf
05-transformers.pdf
 
Deeplearning in finance
Deeplearning in financeDeeplearning in finance
Deeplearning in finance
 
Deep Learning in Recommender Systems - RecSys Summer School 2017
Deep Learning in Recommender Systems - RecSys Summer School 2017Deep Learning in Recommender Systems - RecSys Summer School 2017
Deep Learning in Recommender Systems - RecSys Summer School 2017
 
Recent advances of AI for medical imaging : Engineering perspectives
Recent advances of AI for medical imaging : Engineering perspectivesRecent advances of AI for medical imaging : Engineering perspectives
Recent advances of AI for medical imaging : Engineering perspectives
 
Training at AI Frontiers 2018 - Lukasz Kaiser: Sequence to Sequence Learning ...
Training at AI Frontiers 2018 - Lukasz Kaiser: Sequence to Sequence Learning ...Training at AI Frontiers 2018 - Lukasz Kaiser: Sequence to Sequence Learning ...
Training at AI Frontiers 2018 - Lukasz Kaiser: Sequence to Sequence Learning ...
 

Recently uploaded

Implementations of Fused Deposition Modeling in real world
Implementations of Fused Deposition Modeling  in real worldImplementations of Fused Deposition Modeling  in real world
Implementations of Fused Deposition Modeling in real world
Emerging Tech
 
[Talk] Moving Beyond Spaghetti Infrastructure [AOTB] 2024-07-04.pdf
[Talk] Moving Beyond Spaghetti Infrastructure [AOTB] 2024-07-04.pdf[Talk] Moving Beyond Spaghetti Infrastructure [AOTB] 2024-07-04.pdf
[Talk] Moving Beyond Spaghetti Infrastructure [AOTB] 2024-07-04.pdf
Kief Morris
 
Pigging Unit Lubricant Oil Blending Plant
Pigging Unit Lubricant Oil Blending PlantPigging Unit Lubricant Oil Blending Plant
Pigging Unit Lubricant Oil Blending Plant
LINUS PROJECTS (INDIA)
 
Data Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining DataData Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining Data
Safe Software
 
Evolution of iPaaS - simplify IT workloads to provide a unified view of data...
Evolution of iPaaS - simplify IT workloads to provide a unified view of  data...Evolution of iPaaS - simplify IT workloads to provide a unified view of  data...
Evolution of iPaaS - simplify IT workloads to provide a unified view of data...
Torry Harris
 
The Evolution of Remote Server Management
The Evolution of Remote Server ManagementThe Evolution of Remote Server Management
The Evolution of Remote Server Management
Bert Blevins
 
Password Rotation in 2024 is still Relevant
Password Rotation in 2024 is still RelevantPassword Rotation in 2024 is still Relevant
Password Rotation in 2024 is still Relevant
Bert Blevins
 
How to Build a Profitable IoT Product.pptx
How to Build a Profitable IoT Product.pptxHow to Build a Profitable IoT Product.pptx
How to Build a Profitable IoT Product.pptx
Adam Dunkels
 
Amul milk launches in US: Key details of its new products ...
Amul milk launches in US: Key details of its new products ...Amul milk launches in US: Key details of its new products ...
Amul milk launches in US: Key details of its new products ...
chetankumar9855
 
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSECHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
kumarjarun2010
 
ARTIFICIAL INTELLIGENCE (AI) IN MUSIC.pdf
ARTIFICIAL INTELLIGENCE (AI) IN MUSIC.pdfARTIFICIAL INTELLIGENCE (AI) IN MUSIC.pdf
ARTIFICIAL INTELLIGENCE (AI) IN MUSIC.pdf
Inglês no Mundo Digital
 
High Profile Girls call Service Pune 000XX00000 Provide Best And Top Girl Ser...
High Profile Girls call Service Pune 000XX00000 Provide Best And Top Girl Ser...High Profile Girls call Service Pune 000XX00000 Provide Best And Top Girl Ser...
High Profile Girls call Service Pune 000XX00000 Provide Best And Top Girl Ser...
bhumivarma35300
 
Choose our Linux Web Hosting for a seamless and successful online presence
Choose our Linux Web Hosting for a seamless and successful online presenceChoose our Linux Web Hosting for a seamless and successful online presence
Choose our Linux Web Hosting for a seamless and successful online presence
rajancomputerfbd
 
Understanding Insider Security Threats: Types, Examples, Effects, and Mitigat...
Understanding Insider Security Threats: Types, Examples, Effects, and Mitigat...Understanding Insider Security Threats: Types, Examples, Effects, and Mitigat...
Understanding Insider Security Threats: Types, Examples, Effects, and Mitigat...
Bert Blevins
 
Using LLM Agents with Llama 3, LangGraph and Milvus
Using LLM Agents with Llama 3, LangGraph and MilvusUsing LLM Agents with Llama 3, LangGraph and Milvus
Using LLM Agents with Llama 3, LangGraph and Milvus
Zilliz
 
Applying Retrieval-Augmented Generation (RAG) to Combat Hallucinations in GenAI
Applying Retrieval-Augmented Generation (RAG) to Combat Hallucinations in GenAIApplying Retrieval-Augmented Generation (RAG) to Combat Hallucinations in GenAI
Applying Retrieval-Augmented Generation (RAG) to Combat Hallucinations in GenAI
ssuserd4e0d2
 
Three New Criminal Laws in India 1 July 2024
Three New Criminal Laws in India 1 July 2024Three New Criminal Laws in India 1 July 2024
Three New Criminal Laws in India 1 July 2024
aakash malhotra
 
The Role of IoT in Australian Mobile App Development - PDF Guide
The Role of IoT in Australian Mobile App Development - PDF GuideThe Role of IoT in Australian Mobile App Development - PDF Guide
The Role of IoT in Australian Mobile App Development - PDF Guide
Shiv Technolabs
 
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-InTrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc
 
Observability For You and Me with OpenTelemetry
Observability For You and Me with OpenTelemetryObservability For You and Me with OpenTelemetry
Observability For You and Me with OpenTelemetry
Eric D. Schabell
 

Recently uploaded (20)

Implementations of Fused Deposition Modeling in real world
Implementations of Fused Deposition Modeling  in real worldImplementations of Fused Deposition Modeling  in real world
Implementations of Fused Deposition Modeling in real world
 
[Talk] Moving Beyond Spaghetti Infrastructure [AOTB] 2024-07-04.pdf
[Talk] Moving Beyond Spaghetti Infrastructure [AOTB] 2024-07-04.pdf[Talk] Moving Beyond Spaghetti Infrastructure [AOTB] 2024-07-04.pdf
[Talk] Moving Beyond Spaghetti Infrastructure [AOTB] 2024-07-04.pdf
 
Pigging Unit Lubricant Oil Blending Plant
Pigging Unit Lubricant Oil Blending PlantPigging Unit Lubricant Oil Blending Plant
Pigging Unit Lubricant Oil Blending Plant
 
Data Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining DataData Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining Data
 
Evolution of iPaaS - simplify IT workloads to provide a unified view of data...
Evolution of iPaaS - simplify IT workloads to provide a unified view of  data...Evolution of iPaaS - simplify IT workloads to provide a unified view of  data...
Evolution of iPaaS - simplify IT workloads to provide a unified view of data...
 
The Evolution of Remote Server Management
The Evolution of Remote Server ManagementThe Evolution of Remote Server Management
The Evolution of Remote Server Management
 
Password Rotation in 2024 is still Relevant
Password Rotation in 2024 is still RelevantPassword Rotation in 2024 is still Relevant
Password Rotation in 2024 is still Relevant
 
How to Build a Profitable IoT Product.pptx
How to Build a Profitable IoT Product.pptxHow to Build a Profitable IoT Product.pptx
How to Build a Profitable IoT Product.pptx
 
Amul milk launches in US: Key details of its new products ...
Amul milk launches in US: Key details of its new products ...Amul milk launches in US: Key details of its new products ...
Amul milk launches in US: Key details of its new products ...
 
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSECHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
 
ARTIFICIAL INTELLIGENCE (AI) IN MUSIC.pdf
ARTIFICIAL INTELLIGENCE (AI) IN MUSIC.pdfARTIFICIAL INTELLIGENCE (AI) IN MUSIC.pdf
ARTIFICIAL INTELLIGENCE (AI) IN MUSIC.pdf
 
High Profile Girls call Service Pune 000XX00000 Provide Best And Top Girl Ser...
High Profile Girls call Service Pune 000XX00000 Provide Best And Top Girl Ser...High Profile Girls call Service Pune 000XX00000 Provide Best And Top Girl Ser...
High Profile Girls call Service Pune 000XX00000 Provide Best And Top Girl Ser...
 
Choose our Linux Web Hosting for a seamless and successful online presence
Choose our Linux Web Hosting for a seamless and successful online presenceChoose our Linux Web Hosting for a seamless and successful online presence
Choose our Linux Web Hosting for a seamless and successful online presence
 
Understanding Insider Security Threats: Types, Examples, Effects, and Mitigat...
Understanding Insider Security Threats: Types, Examples, Effects, and Mitigat...Understanding Insider Security Threats: Types, Examples, Effects, and Mitigat...
Understanding Insider Security Threats: Types, Examples, Effects, and Mitigat...
 
Using LLM Agents with Llama 3, LangGraph and Milvus
Using LLM Agents with Llama 3, LangGraph and MilvusUsing LLM Agents with Llama 3, LangGraph and Milvus
Using LLM Agents with Llama 3, LangGraph and Milvus
 
Applying Retrieval-Augmented Generation (RAG) to Combat Hallucinations in GenAI
Applying Retrieval-Augmented Generation (RAG) to Combat Hallucinations in GenAIApplying Retrieval-Augmented Generation (RAG) to Combat Hallucinations in GenAI
Applying Retrieval-Augmented Generation (RAG) to Combat Hallucinations in GenAI
 
Three New Criminal Laws in India 1 July 2024
Three New Criminal Laws in India 1 July 2024Three New Criminal Laws in India 1 July 2024
Three New Criminal Laws in India 1 July 2024
 
The Role of IoT in Australian Mobile App Development - PDF Guide
The Role of IoT in Australian Mobile App Development - PDF GuideThe Role of IoT in Australian Mobile App Development - PDF Guide
The Role of IoT in Australian Mobile App Development - PDF Guide
 
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-InTrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
 
Observability For You and Me with OpenTelemetry
Observability For You and Me with OpenTelemetryObservability For You and Me with OpenTelemetry
Observability For You and Me with OpenTelemetry
 

Deeper Things: How Netflix Leverages Deep Learning in Recommendations and Search