Main Page: Difference between revisions
Reorder stat cards: Workflow, Principle, Implementation, Heuristic, Environment |
Update plugin descriptions, add Kapso |
||
| (3 intermediate revisions by 2 users not shown) | |||
| Line 32: | Line 32: | ||
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast. | Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast. | ||
'''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent | '''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously: | ||
''' | * [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — converts your AI coding agent into an expert ML engineer with agentic memory | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — search over best-practices and skills of ML/AI | |||
* [https://github.com/leeroo-ai/kapso '''Kapso'''] — experimentation platform for autonomous AI/ML software building | |||
== Browse by Category == | == Browse by Category == | ||
| Line 53: | Line 55: | ||
|} | |} | ||
== | == Explore Pages == | ||
=== Workflows === | === Workflows === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Workflow'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Workflow'|order by=RAND()|limit=10|format=ul}} | ||
=== Principles === | === Principles === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Principle'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Principle'|order by=RAND()|limit=10|format=ul}} | ||
=== Implementations === | === Implementations === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Implementation'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Implementation'|order by=RAND()|limit=10|format=ul}} | ||
=== Heuristics === | === Heuristics === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Heuristic'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Heuristic'|order by=RAND()|limit=10|format=ul}} | ||
=== Environments === | === Environments === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Environment'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Environment'|order by=RAND()|limit=10|format=ul}} | ||
Latest revision as of 11:45, 14 March 2026
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Onnx Onnx Model Creation
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
Principles
- Principle:CarperAI Trlx Q Value Guided Generation
- Principle:Haotian liu LLaVA Model Validation
- Principle:Pyro ppl Pyro MCMC Numerical Methods
- Principle:Arize ai Phoenix Server Side Span Ingestion
- Principle:Ggml org Llama cpp Logging
- Principle:Tencent Ncnn Int8 Model Quantization
- Principle:Ggml org Llama cpp Draft Model Loading
- Principle:Unslothai Unsloth Model Merging And Saving
- Principle:CarperAI Trlx Hyperparameter Sweep
- Principle:Helicone Helicone Request Routing and Validation
Implementations
- Implementation:Langgenius Dify UseMetadata
- Implementation:Lm sys FastChat Clean Battle Data
- Implementation:Apache Flink Web Dashboard Package Lock
- Implementation:FlowiseAI Flowise CredentialListDialog
- Implementation:BerriAI Litellm Veo Video Generation Example
- Implementation:Apache Paimon TableRead To Pandas Verification
- Implementation:Astronomer Astronomer cosmos Get Airflow Task
- Implementation:OpenGVLab InternVL Dynamic Preprocess
- Implementation:Puppeteer Puppeteer HttpUtil
- Implementation:ThreeSR Awesome Inference Time Scaling GitHub Fork And Clone
Heuristics
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
Environments
- Environment:Online ml River Python Runtime Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Allenai Open instruct vLLM Inference
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Apache Flink Node Build Environment
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Fastai Fastbook Jupyter Notebook Environment