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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:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Online ml River Binary Classification Pipeline
Principles
- Principle:Langchain ai Langgraph Interrupt Definition
- Principle:Datahub project Datahub Python SDK Installation
- Principle:Huggingface Diffusers Package Distribution
- Principle:LaurentMazare Tch rs Group Normalization
- Principle:ArroyoSystems Arroyo Connector Registry
- Principle:Intel Ipex llm Data Preparation For Finetuning
- Principle:VainF Torch Pruning Operation Type Classification
- Principle:Zai org CogVideo Diagonal Gaussian Distribution
- Principle:Huggingface Open r1 Reward Function Design
- Principle:Langgenius Dify Debug Console Testing
Implementations
- Implementation:NVIDIA NeMo Curator QwenVL
- Implementation:Langfuse Langfuse Postgres Seed Constants
- Implementation:ContextualAI HALOs Online Loop Script
- Implementation:Online ml River Stats NUnique
- Implementation:OWASP Www project top 10 for large language model applications Markdown To PDF Convert
- Implementation:Speechbrain Speechbrain Train IWSLT22 W2V mBART
- Implementation:ArroyoSystems Arroyo Filesystem Sink
- Implementation:Online ml River Metrics MAE
- Implementation:Recommenders team Recommenders NAML Model
- Implementation:Spotify Luigi CopyToTable Connection
Heuristics
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
Environments
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Huggingface Datasets Search Dependencies
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Datahub project Datahub Spark Lineage Environment