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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:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
Principles
- Principle:ClickHouse ClickHouse Test Result Analysis
- Principle:Infiniflow Ragflow LLM Configuration
- Principle:SeldonIO Seldon core Monitoring Component Deployment
- Principle:Snorkel team Snorkel Slicing Function Application
- Principle:Langgenius Dify Documentation
- Principle:Fede1024 Rust rdkafka Concurrent Worker Scaling
- Principle:Openai Openai node Request Construction
- Principle:Fastai Fastbook Tensor Fundamentals
- Principle:Infiniflow Ragflow Document Upload
- Principle:HKUDS AI Trader Frontend Cache Management
Implementations
- Implementation:Lm sys FastChat Hardcoded Questions And Merge
- Implementation:Speechbrain Speechbrain SEBrain Compute Forward
- Implementation:Apache Flink FileSink ForRowFormat
- Implementation:Datajuicer Data juicer StopWordsFilter
- Implementation:NVIDIA TransformerEngine Float8BlockwiseTensor
- Implementation:Cypress io Cypress AddTestingTypeToCypressConfig
- Implementation:NVIDIA NeMo Aligner Prepare Packed DPO Dataset
- Implementation:Google deepmind Mujoco WASM Functions Generator
- Implementation:Evidentlyai Evidently Guardrails Core
- Implementation:Elevenlabs Elevenlabs python PromptAgentApiModelInput
Heuristics
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Haifengl Smile Quarkus Async Context Handling
Environments
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:BerriAI Litellm Redis Cache Backend