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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:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:Apache Paimon Table Read Write
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Bentoml BentoML Model Store Management
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Apache Spark Application Submission
Principles
- Principle:SeldonIO Seldon core Model Lifecycle Management
- Principle:NVIDIA NeMo Aligner Checkpoint Management
- Principle:Guardrails ai Guardrails Validator Installation
- Principle:Huggingface Datasets Multi Split Organization
- Principle:Cleanlab Cleanlab Noise Robust Training
- Principle:PrefectHQ Prefect Dbt Project Setup
- Principle:Apache Shardingsphere Data Change Event Emission
- Principle:Microsoft BIPIA Black Box Defense Configuration
- Principle:Cypress io Cypress Browser Detection
- Principle:Alibaba ROLL Vocabulary Parallel Computation
Implementations
- Implementation:Vibrantlabsai Ragas MetricBasePrompt
- Implementation:Datahub project Datahub ProtobufExtensionUtil
- Implementation:Volcengine Verl SandboxTool
- Implementation:Langgenius Dify Common Models
- Implementation:Vllm project Vllm CPU Utils
- Implementation:Ggml org Llama cpp Arch Registry
- Implementation:Apache Airflow XComModel Operations
- Implementation:Run llama Llama index MultiModalEmbedding
- Implementation:Bentoml BentoML Async Dependency Execution
- Implementation:Google deepmind Dm control Header Parsing
Heuristics
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Iterative Dvc Shell Execution Pitfalls
Environments
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Spotify Luigi Apache Spark
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Kserve Kserve Gateway API
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Openai Openai python Python 3 9 Plus