Main Page
27,667
Total Pages
1,118
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:PrefectHQ Prefect API Sourced ETL
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Googleapis Python genai Image Generation Pipeline
Principles
- Principle:Ollama Ollama KVCache Composite Caching
- Principle:Spcl Graph of thoughts OpenAI Chat Integration
- Principle:HKUDS AI Trader A Share Data Fetching
- Principle:OpenGVLab InternVL Benchmark Dispatch
- Principle:Vllm project Vllm Engine Configuration
- Principle:LLMBook zh LLMBook zh github io DPO Model Loading
- Principle:Kserve Kserve Ingress Routing
- Principle:Huggingface Datasets Dataset From Generator Construction
- Principle:Scikit learn Scikit learn Cross Validation
- Principle:Huggingface Trl SFT Trainer Initialization
Implementations
- Implementation:Langgenius Dify Language Config
- Implementation:Nightwatchjs Nightwatch Namespaced Command Pattern
- Implementation:Roboflow Rf detr Evaluate
- Implementation:Vibrantlabsai Ragas CacheFramework
- Implementation:Unslothai Unsloth FastLanguageModel From Pretrained Vllm
- Implementation:Kornia Kornia KMeans
- Implementation:Microsoft Onnxruntime OnnxModelMetadata
- Implementation:FlagOpen FlagEmbedding MMRet CLIP Model
- Implementation:LMCache LMCache VLLM Multi Process Adapter
- Implementation:Neuml Txtai ToolFactory Create
Heuristics
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
Environments
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Vllm project Vllm CUDA
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables