# Talks

> A sample of talks by Melanie Warrick since 2013 on AI agents, evals, deep learning and machine learning, with recordings and slides where they exist.

- Author: Nyghtowl (Melanie Warrick)
- URL: https://nyghtowl.com/talks/
- Published: 2026-10-23
- Site index for agents: https://nyghtowl.com/llms.txt




A sample of the talks I've given since 2013, newest first. I gave a lot of them more than once, so each talk shows up once, under the year I last gave it, with where and when. Links go to the recording or slides where they exist. There are plenty more that weren't recorded or that I haven't tracked down yet.

## 2026

- **What an Agent Needs to Remember**
  - Durable AI (October Edition) meetup with Temporal and Kernel, San Francisco, October 2026
  - Tokyo AI (TAI), Tokyo, October 2026
  - Durable AI meetup with Temporal and CodeRabbit, San Francisco, September 2026
  - SF Python Meetup at Golden Gate University, San Francisco, July 2026, as "Agent Memory Is Not One Thing"
- **Evaluating AI models: What I learned and what I'd do differently**, Assembling 2026, Builder Stage, San Francisco, October 2026
- Agents talk at Build Like a Frontier Lab Engineer (Bond AI), San Francisco, September 2026
- **Rust Confessional: A Durable Agentic Loop on Temporal**, with Melissa Herrera, Rust AI Begins! (Rust AI and Data Ecosystem By the Bay), San Francisco, July 2026 ([watch](https://youtu.be/_t_Rxf8Z4mU), [slides](https://github.com/temporal-community/rust-confessional/blob/main/docs/media/rust-can-fix-that-slides.pdf))
- **The Human Is an Async API: Designing Durable Human-in-the-Loop Agents**
  - PyLadies Vancouver, July 2026, as "What Happens When Your Agent Has to Wait for a Human"
  - AI Engineer World's Fair 2026, San Francisco, July 2026 ([watch](https://youtu.be/jc3kbZkuHTo))
  - She Ships: AI Agents in Production (Pride Edition), San Francisco, June 2026, with a demo of the human-in-the-loop agent on Temporal
- **It's Fine: Cognitive Surrender**, lightning talk at PyCon US 2026, Long Beach, May 2026 ([watch](https://www.youtube.com/watch?v=QKRSvcChVTI&t=2398s))
- **AI as Your Open Source Partner**, Women in Open Source Day 2026, hosted by Snowflake, Menlo Park, March 2026 ([watch](https://youtu.be/GcACvyXsrDs), [write-up](https://nyghtowl.com/posts/2026/03/from-gatekeeping-to-gateway/))
- **When Voice Agents Roll Initiative**, lightning talk at She Ships: AI Demo Night, San Francisco, February 2026 ([watch](https://youtu.be/-mp9beFRJ1Y))
- Talk at the AI Plumbers (un)conference, a FOSDEM'26 fringe event, Brussels, February 2026

## 2019

- **ML/AI Panel**, QCon San Francisco 2019, with Michelle Casbon (moderator), Amy Unruh, Chris Albon, June Andrews and Paige Bailey, November 2019 ([watch](https://www.infoq.com/presentations/panel-ml-tooling/))
- Board member talk, Techtonica apprenticeship launch celebration, July 2019
- **Career Path Advice**, on getting into machine learning and data science ([slides](https://speakerdeck.com/nyghtowl/career-path-advice))
  - GDG Cloud London, Women Techmakers dev talks, London, June 2019, as "7 pieces of advice changing careers into machine learning"
  - Joint meetup of Women Who Go Paris, WiMLDS Paris, Ladies Who Code Paris and Paris Data Ladies, Paris, June 2019
  - Stanford AI4ALL, June 2018
  - Bay Area WiMLDS x PyLadies: Paths to Data Science, June 2018, as "7 Lessons Learned from Tech and Data Science"
  - Demystifying Deep Learning & AI, July 2017
  - SAILORS, AI career workshop, June 2017
- **Neural Nets for Newbies**
  - Tufts University, computer science master's class, March 2019, as "Neural Net Fundamentals"
  - Japan Java Community meetup, August 2015, as "Overview of Neural Nets"
  - Bay Piggies, hosted at LinkedIn, May 2015 ([watch](https://youtu.be/Cu6A96TUy_o))
  - PyCon 2015, Montreal, April 2015 ([watch](https://youtu.be/g-BJSl4zV_g), [slides](https://speakerdeck.com/nyghtowl/neural-nets-for-newbies))
- **Applied AI**, also given as "AI & Enterprise" and "Artificial Intelligence"
  - Dillard University, guest lecture, March 2019
  - Berkeley Nuclear Bootcamp, keynote, August 2018
  - Understanding Risk Forum 2018, Mexico City, keynote, May 2018
  - AI Congress, London, keynote, January 2018 ([slides](https://speakerdeck.com/nyghtowl/ai-and-enterprise))
  - Minds Mastering Machines (M3), London, keynote, October 2017 ([watch](https://youtu.be/bRPTHa0yp5U), [slides](https://speakerdeck.com/nyghtowl/artificial-intelligence))
  - Lufthansa Technik, Hamburg, keynote, June 2017

## 2018

- **Cyber Security for the Previous Generation**, keynote, Monktoberfest 2018, October 2018 ([write-up](https://nyghtowl.com/posts/2018/10/cyber-security-for-the-previous-generation/))
- **Reinforcement Learning Overview**
  - PyCon Russia 2018, keynote, July 2018 ([watch](https://youtu.be/pggEazy1dh0), [resources](https://speakerdeck.com/nyghtowl/pycon-dot-ru-rl-talk-resources))
  - Crunch Conference, Budapest, October 2017 ([watch](https://www.youtube.com/watch?v=DdAEA1DtMvM))
  - With the Best (online), October 2017 ([watch](https://www.youtube.com/watch?v=aXNFVRBFt0Q))
  - O'Reilly AI Conference, San Francisco, September 2017 ([watch](https://youtu.be/sjD0Vrc40yc), [slides](https://speakerdeck.com/nyghtowl/reinforcement-learning))
- **Machine Learning with Google Cloud**
  - CERN Computing Seminar, Geneva, July 2018 ([watch](https://cds.cern.ch/record/2632310), [slides](https://indico.cern.ch/event/740298/attachments/1692270/2722990/Final_Machine_Learning_on_Google_Cloud_.pdf))
  - Internet2 Global Summit 2018, May 2018, as "AI & GCP"
  - Harker WiSTEM Research Symposium, April 2018, as "AI & Cloud"
  - GDG Cloud Paris, February 2018, as "AI & AutoML"
- **How to Focus and Prioritize Tech Education**, Techtonica, April 2018

## 2017

- **Capsule Theorem**, Self Organizing Conference, San Francisco, December 2017
- **The Practice & Frontiers of AI** panel, QCon San Francisco 2017, with Shubha Nabar, Chris Moody, Reena Philip, Kevin Moore and Miju Han, November 2017 ([watch](https://www.infoq.com/presentations/ai-practice-frontier))
- **What is AI?**
  - Gartner Symposium, Tokyo, November 2017
  - Strata Data Conference, New York, September 2017
  - Strata + Hadoop World, San Jose, March 2017
  - Software Circus: Cloud Native Computing, Amsterdam, September 2016 ([watch](https://youtu.be/4rCjhGOMTug))
  - Strata + Hadoop World, London, June 2016
  - Data Science Summit Europe, Jerusalem, June 2016 ([slides](https://speakerdeck.com/nyghtowl/what-is-ai-jerusalem))
  - AI Meetup Melbourne, February 2016
- **Machines and Humans Unite to Change the World** panel, Grace Hopper Celebration 2017, Orlando, with Lauren Neal, Shalini De Mello, Wendy Kan and Elaine Johanson, October 2017
- **Machine Learning Overview** ([slides](https://speakerdeck.com/nyghtowl/machine-learning-1))
  - PyBay 2017, San Francisco, August 2017
  - Dublin Java User Group, Dublin, June 2017 ([resources](https://speakerdeck.com/nyghtowl/machine-learning-resources))

## 2016

- **Deep Learning and NLP with Spark**, with Andy Petrella
  - Scala Days, Berlin, June 2016 ([watch](https://youtu.be/vaiE2yGdJSg), [slides](https://speakerdeck.com/nyghtowl/deep-learning-and-natural-language-processing-with-spark-berlin))
  - Strata + Hadoop World, London, June 2016
- **Deep Learning Workshop**, Data Science Summit Europe, Jerusalem, June 2016

## 2015

- **Deep Learning** keynote, Strata + Hadoop World, Singapore, December 2015 ([watch](https://youtu.be/gh3oOV_P9w0), [slides](https://speakerdeck.com/nyghtowl/deep-learning))
- **How to Run Neural Nets on GPUs**
  - Strata + Hadoop World, Singapore, December 2015 ([slides](https://speakerdeck.com/nyghtowl/how-to-run-neural-nets-on-gpus-strata))
  - Strange Loop, September 2015 ([watch](https://youtu.be/8mt9CK4Vb70), [slides](https://speakerdeck.com/nyghtowl/how-to-run-neural-nets-on-gpus))
- **Attention Neural Net Model Fundamentals**
  - MLconf, San Francisco, November 2015 ([watch](https://youtu.be/Zu5slM7Ju4c), [slides](https://speakerdeck.com/nyghtowl/attention-neural-net-model-fundamentals))
  - Japanese Entrepreneur Organization meetup, October 2015, as "Getting Started with Attention Models"
- **Skymind & DL4J**, Dato Data Science Summit, San Francisco, July 2015

## 2014

- **Real World Application of Machine Learning for Social Change**, with Change.org colleagues Kristiane Skolmen and Scott Lau, Stanford HCI Seminar, October 2014 ([watch](https://youtu.be/WK9ld7mQE00))
- **How to Get Started with Machine Learning**, PyCon 2014, Montreal, April 2014 ([watch](https://youtu.be/uBorfxosVYs), [slides](https://speakerdeck.com/nyghtowl/how-to-get-started-with-machine-learning))
- **Skimming the Surface of Deep Learning**, Zipfian Academy tech talk, February 2014 ([slides](https://speakerdeck.com/nyghtowl/skimming-the-surface-of-deep-learning))

## 2013

- **I <3 Redis & Cron**, lightning talk, San Francisco Python Meetup, November 2013 ([slides](https://speakerdeck.com/nyghtowl/i-3-redis-and-cron))
- **Sun Finder**, a demo of my Hackbright final project, SheCodes Conference, August 2013 ([slides](https://speakerdeck.com/nyghtowl/hackbright-sun-finder-project-highlights))
- Hackbright project presentations, Girl Geek Dinner for Hackbright at Google, San Francisco, May 2013

## Podcasts and interviews

- **[Vibe Check](https://www.youtube.com/playlist?list=PLl9kRkvFJrlREy2qVAyrh9cPe8MzhVdfX)**, the livestream I host at Temporal on AI tools, agentic coding, and building AI in production, including [What's AI? Nine Years Later](https://youtu.be/6sWIcVnF6iQ), a reunion with Mark Mandel and Francesc Campoy (October 2026)
- **AI Coffee Hour Podcast**, episode 4, 2026 ([watch](https://www.youtube.com/watch?v=0nFexFK4xSk))
- **[GCP Podcast](https://nyghtowl.com/gcp/)**, co-host with Mark Mandel in 2018, contributing to nearly 60 episodes (#102 to #159)
- **What's AI with Melanie Warrick**, GCP Podcast #93, 2017 ([watch](https://youtu.be/RBGwoPuY6Ho))

