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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:Apache Kafka Release Candidate Staging
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Hpcaitech ColossalAI RAG Application
Principles
- Principle:SeleniumHQ Selenium CDP Session Management
- Principle:Langgenius Dify Security
- Principle:Tensorflow Serving JSON Response Serialization
- Principle:Allenai Open instruct Padding Free Training
- Principle:Mistralai Client python Finetuning Job Control
- Principle:Tencent Ncnn Detection Visualization
- Principle:Junyanz Pytorch CycleGAN and pix2pix Conditional Image Translation
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Model Deployment
- Principle:Ollama Ollama Tensor Reading
- Principle:Togethercomputer Together python Message Construction
Implementations
- Implementation:Openai Openai python Response Custom Tool Call Input Delta
- Implementation:SeldonIO Seldon core Seldon Model Load For Monitoring
- Implementation:Trailofbits Fickling Create Malicious Dataset
- Implementation:ArroyoSystems Arroyo Jobs Api
- Implementation:LMCache LMCache API Registry
- Implementation:Risingwavelabs Risingwave Makefile Task Runner
- Implementation:Intel Ipex llm CharacterTextSplitter Usage
- Implementation:OpenGVLab InternVL Build Vision Projector
- Implementation:FlowiseAI Flowise CustomAssistantLayout
- Implementation:EvolvingLMMs Lab Lmms eval Gather Object
Heuristics
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
Environments
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Sgl project Sglang ROCm
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Neuml Txtai Python Core Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Apache Beam Java Build Environment