Data Engineering for AI in Real-Time
Timothy Spann's articles, videos, images, examples, documentation and source code on Data - unstuctured and structured. engineering. We will cover technologies including ML, AI, Data, SQL, Apache NiFi, Python, Data Engineering, Views, Tables, Functions, Stored Procedures, Generative AI, LLM, RAG, Vector Databases, Snowflake, Cortex AI, NLP, Deep Learning, Machine Learning, Real-Time, Data Engineering, Big Data, Streaming, Apache NiFi, DataFlow, Apache Iceberg, Apache Kafka,open source tools, Apache Spark, Apache NiFi, Apache Airflow, Cloud, Hybrid Cloud, NiFi Registry, MiNiFi Agents, , Apache Spark Streaming, Apache Flink, Python, TensorFlow, Vector Database, Java and more.
Halloween Data Processing and AI
November 2, 2025 SnowGhostBreakers Report
SnowGhostBreakers Preview
Enhancing Apache NiFi 2.x with Python Processors - 12Sept2025
Community over Code - NiFi Man
September 12, 2025
NiFi 2 - Snowflake - Cortex AI - Traffic AI
OpenFlow Demo with Crunchy Bridge
MTA: High Speed Ingest
Data Engineering for AI - PINSAI - Lu.ma Event - August 2025
Transit Ridership Open Data NYC Ingest
Snowflake Openflow via whisk
Apache NiFi is here, says Sploot the Cat
Google AI Whisk - Tim's cat
Google AI Whisk Generated Animation for My Cat
Automating Australian Public Transit in Real-Time (GTFS)
Automating Australian Public Transit
Populating an Open Lakehouse with Codeless Data Streams (Transit Alerts)
PyData Pose Estimation 2
Pose Estimation for PyData
Getting Started with Data Engineering and AI - Step 3 - CSV and Pandas
Getting Started with Data Engineering and AI - Step 2 - Setting up Libraries
Getting Started with Data Engineering and AI - Step 1
Ghosts are real...
Preview of 23 October 2024 Meetup: Unstructured Data in LLMs on 25th Street in Manhattan, New York
Looking at the new attu for Milvus
Step-by-Step RAG 101 with Milvus, Ollama, LLama 3.2 and Langchain
Unstructured Data - Ghosts - Part 1
2024 10 01 15 38 12
23-October-2024 NYC Unstructured Meetup Preview