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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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| 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:Huggingface Open r1 SFT Distillation
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Zai org CogVideo Video Captioning
Principles
- Principle:Webdriverio Webdriverio Test Context Tracking
- Principle:NVIDIA TransformerEngine Gemma Weight Loading
- Principle:Google deepmind Mujoco Simulation State Initialization
- Principle:Mit han lab Llm awq Weight Clipping Optimization
- Principle:CARLA simulator Carla Simulator Packaging
- Principle:ClickHouse ClickHouse Stateless Test Execution
- Principle:Haosulab ManiSkill Task Space Control
- Principle:PacktPublishing LLM Engineers Handbook Crawler Dispatch
- Principle:Togethercomputer Together python Client Initialization
- Principle:Apache Paimon Row Representation
Implementations
- Implementation:Kornia Kornia PSNR Loss
- Implementation:Ggml org Llama cpp Log
- Implementation:Mlc ai Mlc llm MoE Misc
- Implementation:CrewAIInc CrewAI Couchbase Vector Search Tool
- Implementation:Huggingface Diffusers Check Repo Quality
- Implementation:Speechbrain Speechbrain S2SWhisperBeamSearcher
- Implementation:Helicone Helicone Provider Key Types
- Implementation:BerriAI Litellm Tag Based Routing
- Implementation:Open compass VLMEvalKit MMHelix Calcudoku Eval
- Implementation:Iterative Dvc Lock
Heuristics
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
Environments
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Kserve Kserve Knative Serving