SlideShare ist ein Scribd-Unternehmen logo
1 von 21
Downloaden Sie, um offline zu lesen
The Next Generation
of Streaming
Tim Spann
Developer Advocate
Tim Spann
Developer Advocate
● FLiP(N) Stack = Flink, Pulsar and NiFi Stack
● Streaming Systems/ Data Architect
● Experience:
○ 15+ years of experience with batch and streaming
technologies including Pulsar, Kafka, Flink, Spark, NiFi,
Spring, Java, Big Data, Cloud, MXNet, Hadoop,
Datalakes, IoT and more.
David Kjerrumgaard
● Apache Pulsar Committer | Author of Pulsar In Action
● Former Principal Software Engineer on Splunk’s
messaging team that is responsible for Splunk’s
internal Pulsar-as-a-Service platform.
● Former Director of Solution Architecture at Streamlio.
Your photo
goes here,
smile :)
• Guaranteed delivery
• Data buffering
- Backpressure
- Pressure release
• Prioritized queuing
• Flow specific QoS
- Latency vs. throughput
- Loss tolerance
• Data provenance
• Supports push and pull
models
• Hundreds of processors
• Visual command and
control
• Over a sixty sources
• Flow templates
• Pluggable/multi-role
security
• Designed for extension
• Clustering
• Version Control
DataFlows for Data Ingest, Movement and Routing
• Moving Binary, Unstructured, Image
and Tabular Data
• Enrichment
• Universal Visual Processor
• Simple Event Processor
• Routing
• Feeding data to Central Messaging
• Support for modern protocols
• Kafka Protocol Source/Sink
• Pulsar Protocol Source/Sink
The Power of Apache NiFi
Architecture
https://nifi.apache.org/docs/nifi-docs/html/overview.html
Unified
Messaging
Platform
Guaranteed
Message
Delivery
Resiliency Infinite
Scalability
Streaming
Consumer
Consumer
Consumer
Subscription
Shared
Failover
Consumer
Consumer
Subscription
In case of failure in
Consumer B-0
Consumer
Consumer
Subscription
Exclusive
X
Consumer
Consumer
Key-Shared
Subscription
Pulsar
Topic/Partition
Messaging
11
Kafka
On Pulsar
(KoP)
Kafka Protocol (Binary Data over TCP)
Schema Registry for Schema Support
Schema Registry
schema-1 (value=Avro/Protobuf/JSON) schema-2 (value=Avro/Protobuf/JSON) schema-3
(value=Avro/Protobuf/JSON)
Schema
Data
ID
Local Cache
for Schemas
+
Schema
Data
ID +
Local Cache
for Schemas
Send schema-1
(value=Avro/Protobuf/JSON) data
serialized per schema ID
Send (register)
schema (if not in
local cache)
Read schema-1
(value=Avro/Protobuf/JSON) data
deserialized per schema ID
Get schema by ID (if
not in local cache)
Producers Consumers
Data Offloaders
(Tiered Storage)
Client Libraries
Apache Pulsar ecosystem
hub.streamnative.io
Connectors
(Sources & Sinks)
Protocol Handlers
Pulsar Functions
(Lightweight Stream
Processing)
Processing Engines
… and more!
… and more!
Apache NiFi - Apache Pulsar Connector
15
https://github.com/streamnative/pulsar-nifi-bundle
Example
https://github.com/tspannhw/Flow-SGP30-MLX90640
Example
FLiP Stack Weekly
This week in Apache Kafka, Apache Flink, Apache
Pulsar, Apache NiFi, Apache Spark, Java and Open
Source friends.
https://bit.ly/32dAJft
19
Apache
Pulsar
in Action
Please enjoy David’s complete
book which is the ultimate
guide to Pulsar.
@PaaSDev
https://www.linkedin.com/in/timothyspann
https://github.com/tspannhw
20
Tim Spann
Developer Advocate
Notices
Apache Pulsar™
Apache®, Apache Pulsar™, Pulsar™, Apache Flink®, Flink®, Apache Spark®, Spark®, Apache
NiFi®, NiFi® and the logo are either registered trademarks or trademarks of the Apache
Software Foundation in the United States and/or other countries. No endorsement by The
Apache Software Foundation is implied by the use of these marks.
Copyright © 2021-2022 The Apache Software Foundation. All Rights Reserved. Apache,
Apache Pulsar and the Apache feather logo are trademarks of The Apache Software
Foundation.

Weitere ähnliche Inhalte

Ähnlich wie The Next Generation of Streaming

Sink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleSink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleScyllaDB
 
Data science online camp using the flipn stack for edge ai (flink, nifi, pu...
Data science online camp   using the flipn stack for edge ai (flink, nifi, pu...Data science online camp   using the flipn stack for edge ai (flink, nifi, pu...
Data science online camp using the flipn stack for edge ai (flink, nifi, pu...Timothy Spann
 
DBCC 2021 - FLiP Stack for Cloud Data Lakes
DBCC 2021 - FLiP Stack for Cloud Data LakesDBCC 2021 - FLiP Stack for Cloud Data Lakes
DBCC 2021 - FLiP Stack for Cloud Data LakesTimothy Spann
 
Cloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureCloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureTimothy Spann
 
Citizen Streaming Engineer - A How To
Citizen Streaming  Engineer - A How ToCitizen Streaming  Engineer - A How To
Citizen Streaming Engineer - A How ToTimothy Spann
 
ApacheCon2022_Citizen Streaming Engineer - A How To
ApacheCon2022_Citizen Streaming  Engineer - A How ToApacheCon2022_Citizen Streaming  Engineer - A How To
ApacheCon2022_Citizen Streaming Engineer - A How ToTimothy Spann
 
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Guido Schmutz
 
Big mountain data and dev conference apache pulsar with mqtt for edge compu...
Big mountain data and dev conference   apache pulsar with mqtt for edge compu...Big mountain data and dev conference   apache pulsar with mqtt for edge compu...
Big mountain data and dev conference apache pulsar with mqtt for edge compu...Timothy Spann
 
JConf.dev 2022 - Apache Pulsar Development 101 with Java
JConf.dev 2022 - Apache Pulsar Development 101 with JavaJConf.dev 2022 - Apache Pulsar Development 101 with Java
JConf.dev 2022 - Apache Pulsar Development 101 with JavaTimothy Spann
 
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Timothy Spann
 
Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Timothy Spann
 
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar)
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar)
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) Timothy Spann
 
Real time cloud native open source streaming of any data to apache solr
Real time cloud native open source streaming of any data to apache solrReal time cloud native open source streaming of any data to apache solr
Real time cloud native open source streaming of any data to apache solrTimothy Spann
 
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Timothy Spann
 
OSSNA Building Modern Data Streaming Apps
OSSNA Building Modern Data Streaming AppsOSSNA Building Modern Data Streaming Apps
OSSNA Building Modern Data Streaming AppsTimothy Spann
 
Fast Streaming into Clickhouse with Apache Pulsar
Fast Streaming into Clickhouse with Apache PulsarFast Streaming into Clickhouse with Apache Pulsar
Fast Streaming into Clickhouse with Apache PulsarTimothy Spann
 
Python web conference 2022 apache pulsar development 101 with python (f li-...
Python web conference 2022   apache pulsar development 101 with python (f li-...Python web conference 2022   apache pulsar development 101 with python (f li-...
Python web conference 2022 apache pulsar development 101 with python (f li-...Timothy Spann
 
Apache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonApache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonTimothy Spann
 
Conf42 Python_ ML Enhanced Event Streaming Apps with Python Microservices
Conf42 Python_ ML Enhanced Event Streaming Apps with Python MicroservicesConf42 Python_ ML Enhanced Event Streaming Apps with Python Microservices
Conf42 Python_ ML Enhanced Event Streaming Apps with Python MicroservicesTimothy Spann
 
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)Timothy Spann
 

Ähnlich wie The Next Generation of Streaming (20)

Sink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any ScaleSink Your Teeth into Streaming at Any Scale
Sink Your Teeth into Streaming at Any Scale
 
Data science online camp using the flipn stack for edge ai (flink, nifi, pu...
Data science online camp   using the flipn stack for edge ai (flink, nifi, pu...Data science online camp   using the flipn stack for edge ai (flink, nifi, pu...
Data science online camp using the flipn stack for edge ai (flink, nifi, pu...
 
DBCC 2021 - FLiP Stack for Cloud Data Lakes
DBCC 2021 - FLiP Stack for Cloud Data LakesDBCC 2021 - FLiP Stack for Cloud Data Lakes
DBCC 2021 - FLiP Stack for Cloud Data Lakes
 
Cloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureCloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azure
 
Citizen Streaming Engineer - A How To
Citizen Streaming  Engineer - A How ToCitizen Streaming  Engineer - A How To
Citizen Streaming Engineer - A How To
 
ApacheCon2022_Citizen Streaming Engineer - A How To
ApacheCon2022_Citizen Streaming  Engineer - A How ToApacheCon2022_Citizen Streaming  Engineer - A How To
ApacheCon2022_Citizen Streaming Engineer - A How To
 
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
Spark (Structured) Streaming vs. Kafka Streams - two stream processing platfo...
 
Big mountain data and dev conference apache pulsar with mqtt for edge compu...
Big mountain data and dev conference   apache pulsar with mqtt for edge compu...Big mountain data and dev conference   apache pulsar with mqtt for edge compu...
Big mountain data and dev conference apache pulsar with mqtt for edge compu...
 
JConf.dev 2022 - Apache Pulsar Development 101 with Java
JConf.dev 2022 - Apache Pulsar Development 101 with JavaJConf.dev 2022 - Apache Pulsar Development 101 with Java
JConf.dev 2022 - Apache Pulsar Development 101 with Java
 
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
 
Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022
 
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar)
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar)
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar)
 
Real time cloud native open source streaming of any data to apache solr
Real time cloud native open source streaming of any data to apache solrReal time cloud native open source streaming of any data to apache solr
Real time cloud native open source streaming of any data to apache solr
 
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
 
OSSNA Building Modern Data Streaming Apps
OSSNA Building Modern Data Streaming AppsOSSNA Building Modern Data Streaming Apps
OSSNA Building Modern Data Streaming Apps
 
Fast Streaming into Clickhouse with Apache Pulsar
Fast Streaming into Clickhouse with Apache PulsarFast Streaming into Clickhouse with Apache Pulsar
Fast Streaming into Clickhouse with Apache Pulsar
 
Python web conference 2022 apache pulsar development 101 with python (f li-...
Python web conference 2022   apache pulsar development 101 with python (f li-...Python web conference 2022   apache pulsar development 101 with python (f li-...
Python web conference 2022 apache pulsar development 101 with python (f li-...
 
Apache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonApache Pulsar Development 101 with Python
Apache Pulsar Development 101 with Python
 
Conf42 Python_ ML Enhanced Event Streaming Apps with Python Microservices
Conf42 Python_ ML Enhanced Event Streaming Apps with Python MicroservicesConf42 Python_ ML Enhanced Event Streaming Apps with Python Microservices
Conf42 Python_ ML Enhanced Event Streaming Apps with Python Microservices
 
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
 

Mehr von Timothy Spann

Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusTimothy Spann
 
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024Timothy Spann
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max PrincetonTimothy Spann
 
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
 
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...Timothy Spann
 
28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-PipelinesTimothy Spann
 
TCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTimothy Spann
 
2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-ProfitsTimothy Spann
 
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...Timothy Spann
 
Conf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsConf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsTimothy Spann
 
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Timothy Spann
 
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI PipelinesTimothy Spann
 
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkDBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkTimothy Spann
 
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...Timothy Spann
 
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesOSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesTimothy Spann
 
Building Real-Time Travel Alerts
Building Real-Time Travel AlertsBuilding Real-Time Travel Alerts
Building Real-Time Travel AlertsTimothy Spann
 
JConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkJConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkTimothy Spann
 
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data PipelinesTimothy Spann
 
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoEvolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoTimothy Spann
 
AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101Timothy Spann
 

Mehr von Timothy Spann (20)

Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and Milvus
 
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max Princeton
 
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
 
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
 
28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines
 
TCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI Pipelines
 
2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits
 
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
 
Conf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsConf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python Processors
 
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
 
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
 
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkDBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
 
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
 
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesOSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
 
Building Real-Time Travel Alerts
Building Real-Time Travel AlertsBuilding Real-Time Travel Alerts
Building Real-Time Travel Alerts
 
JConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkJConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and Flink
 
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
 
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoEvolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
 
AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101
 

Kürzlich hochgeladen

Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...MyIntelliSource, Inc.
 
Professional Resume Template for Software Developers
Professional Resume Template for Software DevelopersProfessional Resume Template for Software Developers
Professional Resume Template for Software DevelopersVinodh Ram
 
Unit 1.1 Excite Part 1, class 9, cbse...
Unit 1.1 Excite Part 1, class 9, cbse...Unit 1.1 Excite Part 1, class 9, cbse...
Unit 1.1 Excite Part 1, class 9, cbse...aditisharan08
 
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)OPEN KNOWLEDGE GmbH
 
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataAdobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataBradBedford3
 
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio, Inc.
 
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...ICS
 
DNT_Corporate presentation know about us
DNT_Corporate presentation know about usDNT_Corporate presentation know about us
DNT_Corporate presentation know about usDynamic Netsoft
 
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...gurkirankumar98700
 
chapter--4-software-project-planning.ppt
chapter--4-software-project-planning.pptchapter--4-software-project-planning.ppt
chapter--4-software-project-planning.pptkotipi9215
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfkalichargn70th171
 
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...kellynguyen01
 
Optimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVOptimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVshikhaohhpro
 
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdfThe Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdfkalichargn70th171
 
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...stazi3110
 
Asset Management Software - Infographic
Asset Management Software - InfographicAsset Management Software - Infographic
Asset Management Software - InfographicHr365.us smith
 
EY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityEY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityNeo4j
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...harshavardhanraghave
 
why an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdfwhy an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdfjoe51371421
 
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEBATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEOrtus Solutions, Corp
 

Kürzlich hochgeladen (20)

Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
 
Professional Resume Template for Software Developers
Professional Resume Template for Software DevelopersProfessional Resume Template for Software Developers
Professional Resume Template for Software Developers
 
Unit 1.1 Excite Part 1, class 9, cbse...
Unit 1.1 Excite Part 1, class 9, cbse...Unit 1.1 Excite Part 1, class 9, cbse...
Unit 1.1 Excite Part 1, class 9, cbse...
 
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)
 
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataAdobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
 
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
 
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
 
DNT_Corporate presentation know about us
DNT_Corporate presentation know about usDNT_Corporate presentation know about us
DNT_Corporate presentation know about us
 
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
 
chapter--4-software-project-planning.ppt
chapter--4-software-project-planning.pptchapter--4-software-project-planning.ppt
chapter--4-software-project-planning.ppt
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
 
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
 
Optimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVOptimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTV
 
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdfThe Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
 
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
 
Asset Management Software - Infographic
Asset Management Software - InfographicAsset Management Software - Infographic
Asset Management Software - Infographic
 
EY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityEY_Graph Database Powered Sustainability
EY_Graph Database Powered Sustainability
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
 
why an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdfwhy an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdf
 
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEBATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
 

The Next Generation of Streaming