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1,118
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:Tensorflow Tfjs Sequential Model Training
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Openai Openai node Streaming To Client
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
Principles
- Principle:Alibaba MNN Source Model Preparation
- Principle:Intel Ipex llm KV Cache Eviction
- Principle:Huggingface Open r1 Environment Setup
- Principle:Duckdb Duckdb Function Registration Generation
- Principle:LaurentMazare Tch rs Feature Extraction
- Principle:Anthropics Anthropic sdk python Parsed Output Access
- Principle:Vllm project Vllm Multimodal Engine Configuration
- Principle:Google deepmind Dm control MJCF Physics Compilation
- Principle:SeleniumHQ Selenium Development Environment Setup
- Principle:Isaac sim IsaacGymEnvs Checkpoint Location
Implementations
- Implementation:Evidentlyai Evidently Legacy Sentiment Feature
- Implementation:Neuml Txtai Reranker
- Implementation:Pyro ppl Pyro ConditionMessenger
- Implementation:Online ml River Datasets MaliciousURL
- Implementation:Huggingface Datasets Dataset Save To Disk
- Implementation:Iterative Dvc Output Save
- Implementation:ClickHouse ClickHouse Poco PollSet
- Implementation:Danijar Dreamerv3 Parallel Replay
- Implementation:Microsoft Autogen Studio Fetch Webpage Tool
- Implementation:Cohere ai Cohere python RerankResponseResultsItem Model
Heuristics
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
Environments
- Environment:Apache Flink Python PyFlink Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Huggingface Datasets Lance Dependencies
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Truera Trulens Python Core Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Vllm project Vllm Intel XPU
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Risingwavelabs Risingwave Dashboard Node Environment