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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.
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|---|---|---|
| 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:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Openai Openai node Realtime Conversation
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Zai org CogVideo Video Captioning
- Workflow:Apache Druid Visual Data Exploration
Principles
- Principle:Lm sys FastChat ShareGPT HTML Cleaning
- Principle:Getgauge Taiko Button Selection
- Principle:Roboflow Rf detr ONNX Model Export
- Principle:Apache Hudi CI Parallel Test Orchestration
- Principle:HKUDS AI Trader Frontend Asset Visualization
- Principle:OpenHands OpenHands Sandbox File Operations
- Principle:Openai Openai node Training Data Upload
- Principle:Deepseek ai Janus VAE Decoding
- Principle:LLMBook zh LLMBook zh github io PEFT LoRA Configuration
- Principle:Romsto Speculative Decoding KV Cache Pruning
Implementations
- Implementation:SeldonIO Seldon core Seldon Experiment CRD
- Implementation:PrefectHQ Prefect Materialize Decorator
- Implementation:SeldonIO Seldon core Alibi Explainer Training
- Implementation:Ggml org Llama cpp Common Init From Params Target
- Implementation:Elevenlabs Elevenlabs python TurnConfigWorkflowOverride
- Implementation:Sgl project Sglang Multimodal Special Tokens
- Implementation:Apache Kafka Docker Buildx Create
- Implementation:InternLM Lmdeploy Eval Chat Config
- Implementation:Isaac sim IsaacGymEnvs AllegroHandDextreme Observations
- Implementation:Duckdb Duckdb Build Benchmarks Flag
Heuristics
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:NVIDIA DALI Last Batch Policy Selection
Environments
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Ray project Ray Python Runtime Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials