All Things Open 2023
2023-10-15..2023-10-17
Raleigh, United States
[All Things Open 2019, All Things Open 2020, All Things Open 2021, All Things Open 2022, All Things Open 2023, All Things Open 2024, All Things Open 2025]
[Open AI + Data Forum @ Open Source Summit North America 2024, Open Source Summit Europe 2022: Open AI + Data Forum, Open Source Summit Europe 2024: Open AI + Data Forum, Open AI + Data Forum @ Open Source Summit North America 2022, Open AI + Data Forum @ Open Source Summit North America 2023, Open AI + Data Forum @ Open Source Summit Europe 2023]
| title | author | length |
|---|---|---|
| State of the Art Open Source Software for AI Fairnessevaluation | Melinda Thielbar | 24m |
Jurity implements a method that infers protected-group fairness without collecting individual demographics using surrogate classes, built from ZIP‑code or… | ||
| Imagined Dragons: Building an Imagination-Powered Music Recommendation Platform | Eric Allen | 44m |
Presented at All Things Open 2023
Presented by Eric Allen - Datadog
Title: Imagined Dragons: Building an Imagination-Powered Music Recommendation… | ||
| Annotating Log Data For Machine Learning | Julia Li | 17m |
A reproducible pipeline extracts failure logs, selects top error lines with TF‑IDF, pre‑processes noise, and runs a classifier (Transformer via Hugging Face)… | ||
| Get to know PyTorch - a cutting edge open source AI framework for Machine Learning | Sahdev P. Zala | 19m |
High‑level overview gives way to specifics: PyTorch now sits under the PyTorch Foundation and ships PyTorch 2.0; core features shown include Python/C++ APIs… | ||
| How Open Standards Can Heal the Open Wound of AI | Mark Collier | 42m |
Argues that open standards and open source are the practical remedy to concentrated AI power, citing concrete wins and gaps: OpenStack powers about 45 million… | ||
| What Does The AI Revolution Mean For Open Source, Opentech and Open Societies | Frank Karlitschek | 26m |
Claims an ethical AI framework with three hard requirements: open source code, freely available models, and accessible training data, and uses a red/green… | ||
| Panel Discussion: AI's Impact on Developers | Emily Freeman, James Q Quick | 46m |
Panelists say AI is broadly bullish long term while urging prompt engineering and constant verification today: people use Chat GBT and tools like Amazon Code… | ||
| Are Privacy and Intellectual Property Still Relevant? Perspectives From History, Biology, Math, & AI | Chris Hazard | 41m |
Proofs and examples land here: code that published every possible melody on GitHub and LibraryofBabel text generators challenge copyright; PCG random streams… | ||
| Quantum Machine Learning: Cutting Through the Buzzword BS | Abby Mitchell | 47m |
Claims that QML delivers quantum advantage remain unproven; the field splits into quantum‑enhanced ML (quantum kernels, parameterized circuits) and ML‑enhanced… | ||
| Scalable Open AI GPT Applications in the Cloud | Denis Magda | 45m |
Live-coding builds a React+Node lodging recommender that starts by calling GPT-4 chat completions (10–15s latency) then switches to text-embedding-ada-002… | ||
| Bird's Eye View of Open-Source AI Infrastructure | Ash Vardanian | 43m |
Overview gives concrete tradeoffs and outcomes: Llama 2 70B = ~130GB weights so hosting needs big GPUs or heavy quantization, computed 100 billion embeddings… | ||
| nothing matches | ||