Women in ML Symposium 2023
2023-12-07
-- online --
who it's for
machine learning engineers, data scientists, ml product managers, ai infrastructure engineers, mobile developers, developer tool builders, community organizers
topics
Keras 3 multi-backend support; Gemini Ultra/Pro/Nano models; data-centric dataset curation; Visual Blocks no-code prototyping; PaLM and Vertex AI Model Garden; Cloud TPU v5e hardware; on-device Stable Diffusion deployment; grounding DINO plus SAM pipeline; LLM prompting techniques and chain-of-thought; agentic LLM data exploration; one-click document summarization pipeline; sports keypoint detection pipeline
| title | author | length |
|---|---|---|
| Top 5 takeaways from | Joana Carrasqueira | 05m |
Generative models reshape industry priorities in 2023 and a vendor releases developer tools to make app building easier, including Keras 3.0 going GA with… | ||
| Enabling anyone to build with Google AI | Joana Carrasqueira | 04m |
Conference emphasizes concrete steps for building responsible AI: identify the problem, consider user needs and pain points, evaluate technical feasibility and… | ||
| What's new in Machine Learning Keynote | Sharbani Roy | 20m |
Google announces Gemini 1.0 in three sizes—Gemini Ultra, Gemini Pro, Gemini Nano—claiming multi-modal understanding of text, code, audio, image, and video… | ||
| The future of frameworks: Navigate the OSS landscape | Eve Phillips | 05m |
Claims that open source is central to AI development and that single frameworks can’t meet all needs, arguing for a modular ecosystem and component choice… | ||
| Data-centric AI: A new paradigm | Meenu Gaba | 11m |
Claims that model development time now shifts from architecture tuning to data-centric AI, showing a concrete LLM workflow: web crawl, deduplicate Associated… | ||
| How autonomous agents will support data exploration | Kelly Schaefer | 10m |
An LLM-powered coding agent runs inside Google Colab on a Data Commons table (solar panel installs, median household income, rainfall), automatically creating… | ||
| Prototype ML with Visual Blocks | Na Li | 33m |
Visual Blocks is a no-code ML prototyping tool (launched at I/O) that claims users can build an ML app in 20 minutes using a 60 node library of inputs… | ||
| : Shortcut to AI mastery | Divyashree Sreepathihalli | 43m |
Keras 3 delivers multi-backend Keras 3 that runs on TensorFlow, JAX, PyTorch or NumPy and keeps the tf.keras API while dropping TF1, demonstrated via Colab… | ||
| Deploying ML models to mobile devices | Zoe Wang | 19m |
Builds an Android image‑generator app that runs a diffusion model locally using MediaPipe’s Image Generator, with conversion scripts and sample code on… | ||
| Unlock the power of Generative AI: From understanding its principles to utilizing its power | Priya Mathur | 17m |
Generative models train on web-scale corpora (trillions of tokens) and scale to 340 billion to 1.7 trillion parameters, use Transformers from the 2017… | ||
| Latest Generative AI products and solutions on | Yvonne Li | 15m |
Generative stack centers on Google Cloud’s PaLM 2 inside Vertex AI Model Garden, plus a deployable document summarization pipeline that OCRs PDFs to text and… | ||
| AI-powered infrastructure: | Nithya Natesan | 12m |
Cloud TPU v5e claims nearly 400 teraOPS per chip, 1,600 Gbps interchip links, pods of 256 chips that can scale to tens of thousands (demo at 16,000 chips), and… | ||
| Community matters: 8 reasons why you should be involved with | Andrada Vulpe | 12m |
Kaggle is a single platform that combines competitions with $100,000 prize pools, the largest open dataset collection, a public notebooks and code hub, an… | ||
| From recovering Pro Golfer to AI Entrepreneur | Jeehae Lee | 17m |
Company builds Sportsbox AI, a working single-phone 3D motion capture pipeline trained on millions of frames that extracts over 40 keypoints and converts 2D… | ||
| The impact of Generative AI in different industries | Joana Carrasqueira, Ovetta Patrice Sampson, Jingwan (Cynthia) Lu, Katherine Chou, Wei Xiao | 47m |
Panel gives concrete takeaways: Adobe reports 3 billion images generated since March and Photoshop’s Generative Fill becomes its top feature, Firefly adds… | ||
| Take action and start building with Google AI | Jaimie Hwang | 05m |
Google announces a single hub, ai.google/build, that aggregates pre-trained models, datasets, guided learning paths and project guides tying Keras, JAX, Vertex… | ||
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