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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:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Mistralai Client python Function Calling
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Wandb Weave SDK Release
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:ClickHouse ClickHouse Running Stateless Tests
Principles
- Principle:DistrictDataLabs Yellowbrick Visual Pipeline Integration
- Principle:SeleniumHQ Selenium Grid Bootstrap Process
- Principle:Online ml River Imbalanced Learning
- Principle:LMCache LMCache KV Cache Retrieval
- Principle:Deepseek ai Janus Image Post Processing Flow
- Principle:Neuml Txtai ANN Backend Architecture
- Principle:Zai org CogVideo Memory Optimization
- Principle:Turboderp org Exllamav2 Model Compilation
- Principle:Neuml Txtai Multi Vector Encoding
- Principle:Datajuicer Data juicer Operator Type Selection
Implementations
- Implementation:Mlfoundations Open flamingo Create model and transforms
- Implementation:OWASP Www project top 10 for large language model applications ResultsAnalyzer Compile Report
- Implementation:Ray project Ray Ray Shutdown
- Implementation:Sgl project Sglang Triton Character Generation
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Strategy
- Implementation:Sgl project Sglang CPU Flash Attention
- Implementation:Apache Spark Kubectl Auth Check
- Implementation:Apache Beam BeamBatchWorker Execute
- Implementation:Helicone Helicone Unified Provider Registry
- Implementation:BerriAI Litellm Caching Handler
Heuristics
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Romsto Speculative Decoding KV Cache Instability
Environments
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Vllm project Vllm CUDA Runtime
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Vllm project Vllm Intel XPU
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Langgenius Dify Redis And Celery Environment