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62 results tagged ml  ✕   ✕
llmapi-io/llmapi-server https://github.com/llmapi-io/llmapi-server
Mon 27 Mar 2023 12:59:04 PM PDT archive.org

llmapi-server is an abstract backend that encapsulates a variety of large language models (LLM, such as ChatGPT, GPT-3, GPT-4, etc.), and provides simple access services through OpenAPI.

python api llm ai ml selfhosted
togethercomputer/OpenChatKit https://github.com/togethercomputer/OpenChatKit
Tue 14 Mar 2023 12:32:09 PM PDT archive.org

OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots for various applications. The kit includes an instruction-tuned 20 billion parameter language model, a 6 billion parameter moderation model, and an extensible retrieval system for including up-to-date responses from custom repositories. It was trained on the OIG-43M training dataset, which was a collaboration between Together, LAION, and Ontocord.ai. Much more than a model release, this is the beginning of an open source project. We are releasing a set of tools and processes for ongoing improvement with community contributions.

Includes pre-trained network weights.

python ai ml chatbots exocortex betafork frameworks models
hwchase17/langchain https://github.com/hwchase17/langchain
Thu 09 Feb 2023 05:43:09 PM PST archive.org

Building applications with LLMs through composability. Large language models (LLMs) are emerging as a transformative technology, enabling developers to build applications that they previously could not. But using these LLMs in isolation is often not enough to create a truly powerful app - the real power comes when you can combine them with other sources of computation or knowledge.

python ai ml betafork exocortex
misbahsy/chat-your-data https://github.com/misbahsy/chat-your-data
Thu 09 Feb 2023 05:29:48 PM PST archive.org

Create a ChatGPT like experience over your custom docs using LangChain. This repo can help you use models hosted on HuggingFace for embedding and for text generation.

python ai ml selfhosted betafork exocortex
steven2358/awesome-generative-ai https://github.com/steven2358/awesome-generative-ai
Sun 11 Dec 2022 07:18:32 PM PST archive.org

A curated list of modern Generative Artificial Intelligence projects and services.

awesome ai ml models services utilities papers code projects
Have I Been Trained? https://haveibeentrained.com/
Fri 09 Dec 2022 02:03:27 PM PST archive.org

HaveIBeenTrained uses clip retrieval to search the Laion-5B and Laion-400M image datasets. These are currently the largest public text-to-image datsets, and they are used to train models like Stable Diffusion, Imagen, among many others.

When it's time to train a generative AI system, organizations like Stability use those datasets to download the images from their links and present them to the model with their captions.

With HaveIBeenTrained, artists can search these databases for links to their work and flag them for removal. We partner with Laion, who built these datasets, to remove those links. This helps ensure that future models will not be trained with work that has been opted out.

ai ml images search datasets optout
karpathy/minGPT https://github.com/karpathy/minGPT
Fri 09 Sep 2022 03:13:44 PM PDT archive.org

A PyTorch re-implementation of GPT, both training and inference. minGPT tries to be small, clean, interpretable and educational, as most of the currently available GPT model implementations can a bit sprawling. GPT is not a complicated model and this implementation is appropriately about 300 lines of code. All that's going on is that a sequence of indices feeds into a Transformer, and a probability distribution over the next index in the sequence comes out. The majority of the complexity is just being clever with batching (both across examples and over sequence length) for efficiency. Includes some sample code for training a blank copy of the model.

python ai ml lightweight gpt
GitHub - DrSchottky/pwnagotchi: (⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning. https://github.com/DrSchottky/pwnagotchi/
Tue 26 Jul 2022 03:38:59 PM PDT archive.org

DrSchottky's fork of the Pwnagotchi firmware so that development can continue.

raspi linux wireless hacking ai ml
nickbild/tflite_c64 https://github.com/nickbild/tflite_c64
Fri 08 Jul 2022 02:43:56 PM PDT archive.org

TensorFlow Lite for Microcontrollers is an open-source machine learning framework in which a TensorFlow model is built and trained on a host computer. That model is then reduced in size and computational complexity by an exporter that converts it to the TensorFlow Lite format. For the tiniest of compute platforms — microcontrollers — that model is then converted to a C array containing the model structure and any trained parameters, like weights and biases. On the microcontroller, an interpreter parses the C array to extract operations and data to run inferences against new input data.

Given that TF Lite for Microcontrollers runs on some heavily resource-constrained devices, I got to wondering whether or not I could run inferences against these models on a Commodore 64.

ai ml tensorflow microcontrollers c64 python basic sal
geohot/tinygrad https://github.com/geohot/tinygrad
Tue 05 Apr 2022 05:15:13 PM PDT archive.org

For something in between a pytorch and a karpathy/micrograd. This may not be the best deep learning framework, but it is a deep learning framework. Due to its extreme simplicity (<= 1000 lines of code), it aims to be the easiest framework to add new accelerators to, with support for both inference and training. Support basic ops and you get SOTA vision and language models.

python ai ml lightweight deeplearning module models
Perspective https://www.perspectiveapi.com/
Tue 08 Mar 2022 02:15:51 PM PST archive.org

Perspective is a free API that uses machine learning to identify toxic comments, making it easier to host better conversations online.

service api abuse classification moderation ai ml free exocortex
ckoshka/acrossword https://github.com/ckoshka/acrossword
Sat 26 Feb 2022 08:18:55 PM PST archive.org

Acrossword is a small async wrapper around the SentenceBERT library. It has a convenient object-oriented API with two main purposes:

semantic search

  • create miniature, powerful, cached semantic search engines from organised collections of documents
  • easily serialise and deserialise those documents in a gzipped JSON format
  • create documents from cleaned webpages and text files
  • search using different levels of granularity – from a book, to a chapter, to a single sentence

zero-shot text classification

  • simply provide examples of each class, or something as simple as "This sentence is about X", and it will quite reliably classify it correctly

It's useful if you want to avoid larger bloated libraries with capabilities you don't need, and comes with zero fuss.

python search ai ml classification text documents
neuml/txtai https://github.com/neuml/txtai
Wed 12 Jan 2022 04:48:17 PM PST archive.org

txtai executes machine-learning workflows to transform data and build AI-powered semantic search applications. Data is transformed into vector representations for search (also known as embeddings).

ai ml search exocortex semantic vector python
jyguyomarch/awesome-conversational-ai http://jyguyomarch/awesome-conversational-ai
Sat 25 Dec 2021 06:38:31 PM PST archive.org

A curated list of delightful Conversational AI resources.

awesome ai ml conversational bots ui books nlp nlu
owainlewis/awesome-artificial-intelligence https://github.com/owainlewis/awesome-artificial-intelligence
Sat 25 Dec 2021 06:36:44 PM PST archive.org

A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.

awesome ai ml books papers software
gradio-app/gradio https://github.com/gradio-app/gradio
Tue 21 Dec 2021 05:10:01 PM PST archive.org

Create UIs for your machine learning model in Python in 3 minutes. Quickly create customizable UI components around your models. Gradio makes it easy for you to "play around" with your model in your browser by dragging-and-dropping in your own images, pasting your own text, recording your own voice, etc. and seeing what the model outputs.

python module gui ai ml controller
Minitorch https://minitorch.github.io/
Sun 10 Oct 2021 09:04:52 PM PDT archive.org

MiniTorch is a diy teaching library for machine learning engineers who wish to learn about the internal concepts underlying deep learning systems. It is a pure Python re-implementation of the Torch API designed to be simple, easy-to-read, tested, and incremental. The final library can run Torch code. The project was developed for the course Machine Learning Engineering at Cornell Tech.

Github: https://github.com/minitorch/

python ai ml exocortex
Machine Learning Algorithms with Python https://thecleverprogrammer.com/2020/11/27/machine-learning-algorithms-with-python/
Tue 06 Jul 2021 04:09:38 PM PDT archive.org

In this article, I will take you through an explanation and implementation of all Machine Learning algorithms with Python programming language.

Machine learning algorithms are a set of instructions for a computer on how to interact with, manipulate, and transform data. There are so many types of machine learning algorithms. Selecting the right algorithm is both science and art.

ai ml python overview algorithms
jina-ai/jina/ https://github.com/jina-ai/jina/
Thu 08 Apr 2021 11:33:03 AM PDT archive.org

Jina is geared towards building search systems for any kind of data, including text, images, audio, video and many more. With the modular design & multi-layer abstraction, you can leverage the efficient patterns to build the system by parts, or chaining them into a Flow for an end-to-end experience. Large-scale indexing and querying of unstructured data: video, image, long/short text, music, source code, etc. Decentralized architecture from day one. Scalable & cloud-native by design: enjoy containerizing, distributing, sharding, async, REST/gRPC/WebSocket.

Self hostable?

exocortex leandra search media files python ai ml
alexfcoding/PyCameraServer https://github.com/alexfcoding/PyCameraServer
Tue 12 Jan 2021 05:19:31 PM PST archive.org

PyCameraServer is a Flask video / image / Youtube / IP Camera frames online web-editor with live streaming preview for objects recognition, extraction, segmentation, resolution upscaling, styling, colorization, interpolation, using OpenCV with neural network models: YOLO, Mask R-CNN, Caffe, DAIN, EDSR, LapSRN, FSRCNN, ESRGAN.

CUDA enabled.

webapps python video surveillance ai ml imageanalysis identification neuralnetworks
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