AIML Resources - spinningideas/resources GitHub Wiki
List of AI and ML tools and APIs and Resources
LLM Learning
- https://github.com/spinningideas/resources/wiki/Machine-Learning---Learning-Path
- https://www.oxen.ai/blog/reading-list-for-andrej-karpathys-intro-to-large-language-models-video
- https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/
- 30 research papers
- https://devonperoutky.super.site/blog-posts/intro-to-llms-for-engineers-1
- https://www.youtube.com/watch?v=UZDiGooFs54
- https://github.com/Ryota-Kawamura/Generative-AI-with-LLMs
AI and LLM Reports and Papers
LLM Comparision and Leaderboard
LLM Platforms
- https://huggingface.co/
- https://www.anthropic.com/
- https://openai.com/
- cloudflare workers-ai
- https://platform.stability.ai/
- build.nvidia.com
- https://vectorshift.ai/
- https://www.perplexity.ai/
- https://sdk.vercel.ai/
- https://c3.ai/
- https://www.ibm.com/artificial-intelligence
- https://azure.microsoft.com/en-us/products/machine-learning
- https://h2o.ai/
- https://www.datarobot.com/
- https://ai.meta.com/meta-ai/
- https://openagi.aiplanet.com/
- AgentOps-AI
Amazon
- https://ai.google/
- https://gemini.google.com/
- https://ai.google.dev/gemini-api/
- https://github.com/firebase/genkit
- https://www.tensorflow.org/
LLM General Resources
Playgrounds for LLM and AI
- https://lmstudio.ai/ - Desktop app
- https://huggingface.co/
- https://aistudio.google.com/app - Web app
- https://sdk.vercel.ai/ - Web app
- https://console.cloud.google.com/vertex-ai - Web app
- https://www.jelli.io/app
- https://github.com/abi/secret-llama
- https://www.librechat.ai/
- https://pygpt.net/ - Desktop app
Run LLMs Locally
Below is a list of ways to run ML Models Locally
https://github.com/spinningideas/resources/wiki/Large-Language-Models-(LLMs)-Locally
Low-code tools
- https://studio.patterns.app/marketplace
- https://berri.ai/
- https://mitta.us/
- https://agent-hq.io/
- https://natto.dev/@paul/086b7553564c404aa5edc08debf09f2e
No-code Tools
LLM Modalities
Text to Text
Text to Speech
Text to Audio
Text to Video
- https://openai.com/index/sora/
- https://www.midjourney.com/showcase
- https://stability.ai/stable-artisan
- https://lumalabs.ai/dream-machine/
- https://runwayml.com/ai-tools/gen-2-text-to-video/
- https://aitestkitchen.withgoogle.com/tools/image-fx
- https://mangatv.shop/stories/featured
- https://lumen5.com/
- https://www.microsoft.com/en-us/research/project/vasa-1/
- https://www.hedra.com/
Text to Image
- https://www.midjourney.com/showcase
- https://openai.com/index/dall-e-2/
- stability.ai
- https://stability.ai/stable-artisan
Image (Pure Image Based)
- https://www.midjourney.com/home
- https://stability.ai/stable-image
- https://github.com/facefusion/facefusion
Coding
Embeddings
- https://www.cloudflare.com/learning/ai/what-are-embeddings/
- https://encord.com/blog/embeddings-machine-learning/
- https://www.pinecone.io/
- https://weaviate.io/
- https://cloud.google.com/vertex-ai/generative-ai/docs/learn/overview
- https://platform.openai.com/docs/guides/embeddings
Vector Databases
Vector databases, like Pinecone, Weaviate, pgvector, Chroma, Qdrant
Prompt Engineering
Developing and optimize prompts to efficiently use language models (LMs)
- https://www.kaggle.com/whitepaper-prompt-engineering
- https://github.com/spinningideas/resources/wiki/Prompt-Engineering
- https://github.com/dair-ai/Prompt-Engineering-Guide
- https://platform.openai.com/docs/examples
Frameworks
Build models via an ML framework
- Pytorch
- TensorFlow
- Keras
Hosting/Deployment
Hosting - Light Weight
Deploy a small app quickly or run LLMs locally
- https://github.com/spinningideas/resources/wiki/Large-Language-Models-(LLMs)-Locally
- Streamlit
- Gradio
Hosting - More Robust
Deploy models to production
Training
Deploying/training sparse models
- Deepsparse
- sparsezoo
Example Projects and Inspiration
Research and Papers
Browse the latest research
Experiment Tracking
For experiment tracking
- Weights and biases
- MLFlow
- Neptune
Newsletters
- https://superhuman.beehiiv.com/
- https://aivalley.beehiiv.com/
- https://cerebralvalley.beehiiv.com/
- https://www.builtwithai.co/
- https://thebrink.ai/
- https://www.bensbites.co/
- https://genailist.ck.page/profile
Podcasts
- https://thegradientpub.substack.com/s/podcast
- https://podcasts.apple.com/us/podcast/the-cognitive-revolution-how-ai-changes-everything/id1669813431
- https://podcasts.apple.com/us/podcast/no-priors-artificial-intelligence-machine-learning/id1668002688
Forums
Prompt Tools
AI Tool Directories
- https://theresanaiforthat.com/
- https://www.aisearchtool.com/
- https://theaiexchange.com/
- https://www.futurepedia.io/
AI Startups - Discovering AI startups
- https://airtable.com/shrBeWpMlxf3e14E8/tblS4TkbJbm0cqT0o
- https://www.ycombinator.com/companies?batch=W22&batch=S22&batch=W23&tags=Artificial%20Intelligence
- https://genaistartups.com
AI Market Maps
- https://media.licdn.com/dms/image/D562CAQHY3YFR2NjPOA/comment-image-shrink_8192_1280/0/1677219218920?e=1678899600&v=beta&t=GlfTXrrFHYL-sTFG-EoEJDT8SsdTTrYRVyeNjIZW3HE
- https://twitter.com/Base10Partners/status/1613611602699522048?lang=en
- https://twitter.com/sonyatweetybird/status/1582040028015837187?lang=en
Discords
- OpenAI
- EleutherAI
- StableDiffusion
AI Focused YouTube Channels
- https://www.youtube.com/@WesRoth
- https://www.youtube.com/@matthew_berman
- https://www.youtube.com/@AllAboutAI
- https://www.youtube.com/@intheworldofai
- https://www.youtube.com/@vrsen
- https://www.youtube.com/@AIJasonZ
- https://www.youtube.com/@indydevdan
Interact with PDFs
Source
Content was inspired and sourced from this google doc https://docs.google.com/document/d/1QfJvqasMx355YN8qQ2MgbE3Gq-S_g28mMgogGvvB6dQ/edit?usp=sharing