Hi, I'm a Senior Software Engineer working for DSI Data Science Institute. I'm currently allocated to the Internet Equity Initiative (IEI) as a Backend/Data Engineer. I have +20 years of working on Computer Networks with experience in Security, HPC, and Mobile. Recently, I've been shifting the gears for everything's Data and Education, BI, and Decision-making processes. My latest project is running at https://beadchallenge.org with a serverless backend.

Instead of a wordy Resume, here's a more relaxed collage of images with important documentation of my work as most of it is open source. Also, check out my latest work on UI dashboarding IEI Netrics data on https://tigerteam.io.

Figure 1. This is the Netrics backend stack I'm responsible for. Some of this is WIP but most have been in prod for 3 years and crossed the 1 billion data-point mark of encrypted data. The stack includes small Golang data collection applications, python IaC (Serverless AWS code), terraform code, SQL database schema, parallel Python data ingestion, Kafka producer/consumers.

Figure 2. Aggregated average latency (active unloaded ICMP) for all Netrics deployed devices in Chicago city. As expected: fiber tech has lower latency. Data warehoused on TimescaleDB, image extracted from Superset BI tool. Estimated devices deployed: 120 in Chicago area. We benchmark the internet for ISPs to ensure internet consumers are getting a fair performance from their contracted services.

Figure 3. A Netrics Grafana dashboard with fluctuation on both latency and speed test. High-performance multiplayer games must have Netrics installed and keep an eye on their performance over time.

Figure 4. Campus deployment of Netrics, showing high latency for an outlier (Booth School). Image extracted from Looker Studio.

Figure 5. BEADChallenge.org analytics, where the internet speeds are lower (underserved) in IL, USA?

Figure 6. Data analysis work for the Internet Equity Initiative group. Does the low-income population have worse internet performance than the high-income? What does it mean to be an underserved or unserved area regarding broadband infrastructure? Is the broadband evolving in the US (2019 - 2021 comparison)?

Video 1. Netrics Passive in action (aka NetMicroscope). Software implemented in C with libwebsockets, libpcap, html, javascript, jquery, chartjs.
[WSJ Study](https://www.wsj.com/graphics/faster-internet-not-worth-it/)

Figure 7. Netrics Passive Schematics developed circa 2015. A $200 kit (Jetson Nano 472 GFLOPS) for high-performance passive packet capture, network monitoring and ML inference.

Figure 8. My earlier work (circa 2009-2011) on Deep Packet Inspection (DPI) for Alcatel-Lucent, programming CloudShield/IBM equipment (PacketC / C ). I was the principal engineer for the protocol/app service detection intelligence of the network traffic control engine called Agya. The solution was deployed in the Latin America region, mainly in Brazil.