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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:Apache Hudi Flink Batch Incremental Read
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
Principles
- Principle:FMInference FlexLLMGen Offloaded Model Loading
- Principle:BerriAI Litellm Database Setup
- Principle:Cleanlab Cleanlab Clean Model Inference
- Principle:Turboderp org Exllamav2 Sampling Configuration
- Principle:Ray project Ray Actor Termination
- Principle:Ggml org Llama cpp Server Startup
- Principle:Unstructured IO Unstructured Embedding Provider Interface
- Principle:Ggml org Llama cpp Vocabulary System
- Principle:Haosulab ManiSkill LeRobot Format Export
- Principle:Apache Beam Twister2 Execution and Result Collection
Implementations
- Implementation:Recommenders team Recommenders SARSingleNode Init
- Implementation:Microsoft DeepSpeedExamples Create HF Model
- Implementation:Triton inference server Server GenQaRaggedModels
- Implementation:Haifengl Smile SVD EVD Results
- Implementation:Huggingface Alignment handbook TrlParser Parse Args And Config
- Implementation:Shiyu coder Kronos WebUI App
- Implementation:Elevenlabs Elevenlabs python ConversationConfigClientOverrideConfigInput
- Implementation:EvolvingLMMs Lab Lmms eval LongVT Utils
- Implementation:Risingwavelabs Risingwave PostgresDialect
- Implementation:Interpretml Interpret PartitionRandomBoosting
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
Environments
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing