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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:Langgenius Dify Application Creation
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Apache Kafka Docker Image Release
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Huggingface Trl Reward Model Training
Principles
- Principle:Huggingface Trl DPO Policy Model Loading
- Principle:Open compass VLMEvalKit Model Validation
- Principle:Risingwavelabs Risingwave Java Rust JNI Bridge
- Principle:Alibaba ROLL MCoreAdapter Distributed Initialization
- Principle:OpenBMB UltraFeedback Instruction Sampling
- Principle:Apache Flink File Connector Table Integration
- Principle:Puppeteer Puppeteer Browser Context Isolation
- Principle:Bentoml BentoML HTTP Client Testing
- Principle:Ggml org Ggml Tensor Creation
- Principle:Turboderp org Exllamav2 KV Cache Allocation
Implementations
- Implementation:Evidentlyai Evidently SDK Datasets
- Implementation:Langfuse Langfuse ExperimentsRouter ValidateConfig
- Implementation:Langfuse Langfuse Webhook Automation Repository
- Implementation:Webdriverio Webdriverio Bidi NodeConnection
- Implementation:Ucbepic Docetl UseDecomposeWebSocket
- Implementation:Langchain ai Langchain Package Init Exports
- Implementation:Googleapis Python genai Interactions Models
- Implementation:Marker Inc Korea AutoRAG Random Single Hop
- Implementation:Pyro ppl Pyro SeedMessenger
- Implementation:Wandb Weave Weave Finish
Heuristics
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
Environments
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Openai Whisper Triton
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Mistralai Client python Agents Environment