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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:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
Principles
- Principle:Apache Beam Transform Override Application Twister2
- Principle:Facebookresearch Audiocraft Latent Decoding and Audio Output
- Principle:Cypress io Cypress CI Result Processing
- Principle:Avhz RustQuant Yield Curve Construction
- Principle:Apache Kafka Coordinator Partition Unloading
- Principle:FlagOpen FlagEmbedding Contrastive Embedding Training
- Principle:Heibaiying BigData Notes HBase Connection Creation
- Principle:LaurentMazare Tch rs Tensor Pretty Printing
- Principle:Ggml org Ggml Backend Plugin Loading
- Principle:Huggingface Alignment handbook Model Loading
Implementations
- Implementation:Ucbepic Docetl UseDecomposeWebSocket
- Implementation:NVIDIA TransformerEngine PyTorch Ext Cast
- Implementation:Infiniflow Ragflow Docker Compose Services
- Implementation:Volcengine Verl Compute GRPO Outcome Advantage
- Implementation:Datajuicer Data juicer VggtMapper
- Implementation:AUTOMATIC1111 Stable diffusion webui API Models
- Implementation:PacktPublishing LLM Engineers Handbook DatasetGenerator Get Prompts
- Implementation:Apache Flink FileSink ForRowFormat
- Implementation:SeleniumHQ Selenium NetworkUtils
- Implementation:BerriAI Litellm HashiCorp Secret Manager
Heuristics
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
Environments
- Environment:Apache Paimon Optional Extensions
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Getgauge Taiko Docker Container
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Avhz RustQuant Rust Stable