HN user
http://www.cpdomina.net
there was a project trying to achieve some of those goals a few years ago using p2p: petals https://github.com/bigscience-workshop/petals
their bloom model was also a collaborative effort https://huggingface.co/docs/transformers/en/model_doc/bloom
AI agents are still a pretty big topic in crypto, a lot of projects doing what you described. did you try https://github.com/ccxt/ccxt
Semantic Web is now revived into its new marketing incarnation, called Knowledge Graphs. There's actually a lot of work on building KGs with LLMs, specially in the RAG space e.g., Microsoft's GraphRag and llama_index's KnowledgeGraphIndex
For MIDI:
https://github.com/Music-and-Culture-Technology-Lab/omnizart and https://basicpitch.spotify.com/
They work better if you apply some source separation before (e.g, https://github.com/sigsep/open-unmix-pytorch, https://github.com/facebookresearch/demucs, or https://mvsep.com)
Still, I think the best results are from proprietary models (specifically https://www.ableton.com/en/manual/converting-audio-to-midi/ and https://www.celemony.com/en/melodyne/what-is-melodyne)
To train small gpt-like models, there's also aitextgen: https://github.com/minimaxir/aitextgen
You can call any of the huggingface models [1] using their API [2]. A few examples:
- https://huggingface.co/EleutherAI/gpt-j-6B
- https://huggingface.co/t5-base
- https://huggingface.co/facebook/opt-66b
- https://huggingface.co/bigscience/bloomz-3b
There are also other companies offering large models as a service:
Indeed. He managed to disrupt another industry, this time the fabric of space and time! What a time to be alive.
Ableton Live has a Audio to Midi [1] feature that works pretty well to extract notes from audio. Melodyne [2] is a very powerful tool to mess around with notes in general.
There's also some open source projects out there, such as aubio [3] and Omnizart [4].
[1] https://www.ableton.com/en/manual/converting-audio-to-midi/
[2] https://www.celemony.com/en/melodyne/what-is-melodyne
[3] https://aubio.readthedocs.io/en/latest/cli.html#aubionotes
[4] https://music-and-culture-technology-lab.github.io/omnizart-...
The screws have a very easy direct access, I can see them being repurposed for other means with a bit of effort.
The keyboard is a little small, and does take a bit to get used. Not recommended for big fingers.
Battery life is pretty good; I charge it at night, and usually is half-battery. My usage is pretty decent, but mostly on wifi.
Just noticed they have a new version with android 10: https://cubot.net/Smartphones/KingKong-mini-2
I have been using a Cubot Mini (4") for sometime now (1+ year), and am pretty happy with the experience overall. Feels so good to have a phone that fits in any pocket.
The field of Open Information Extraction has been trying to do that in a generic way for a long time, but the results are still far from good. A few references: OpenIE [1] Graphene [2] MinIE [3].
If you already have a Knowledge Graph (KG) and want to populate its instances from documents, that's called KG Population, and Knowledge-net [4] is a good reference.
Relation Extraction is another interesting approach if you know which kind of relations you're interested in, OpenNRE [5] a good example.
[1] https://github.com/dair-iitd/OpenIE-standalone
[2] https://github.com/Lambda-3/Graphene
[3] https://github.com/uma-pi1/minie
NMF works great for unsupervised audio source separation, e.g. [1]. See [2][3] for a good overview of the field.
[1] http://librosa.github.io/librosa/generated/librosa.decompose...
Stardog | Machine Learning Software Engineer, Senior Distributed Database Engineer, Senior Front End Engineer | Arlington, VA, Boston, MA, or REMOTE | http://stardog.com
Stardog is the world's leading Knowledge Graph platform for the Enterprise. It lets you query, search, and analyze enterprise data, wherever it is, using scalable, cutting-edge Knowledge Graph technology.
We're hiring:
Machine Learning Software Engineer - NLP, Deep Learning, Probabilistic Graphical Models - https://hire.withgoogle.com/public/jobs/stardogcom/view/P_AA...
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Senior Front End Engineer - Javascript, Node, React - https://hire.withgoogle.com/public/jobs/stardogcom/view/P_AA...
No, we have members working remotely from all over the US and Europe. Other geographies are welcome :)
Stardog | Machine Learning Software Engineer, Senior Distributed Database Engineer, Senior Front End Engineer | Arlington, VA, Boston, MA, or REMOTE | http://stardog.com
Stardog is the world's leading Knowledge Graph platform for the Enterprise. It lets you query, search, and analyze enterprise data, wherever it is, using scalable, cutting-edge Knowledge Graph technology.
We're hiring:
Machine Learning Software Engineer - NLP, Deep Learning, Probabilistic Graphical Models - https://hire.withgoogle.com/public/jobs/stardogcom/view/P_AA...
Senior Distributed Database Engineer - Graph Algorithms, Distributed Indexes, Query Evaluation - https://hire.withgoogle.com/public/jobs/stardogcom/view/P_AA...
Senior Front End Engineer - Javascript, Node, React - https://hire.withgoogle.com/public/jobs/stardogcom/view/P_AA...
SEEKING WORK – Remote (based in Porto, Portugal)
I'm a software engineer specialized in data analysis: machine learning, natural language processing, recommendation/search engines, computational advertising, and data science. Spent most of my career in the US, working with startups and R&D labs, just recently moved back to my beautiful home country, Portugal. Check my website for resume: http://www.cpdomina.net/
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