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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:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Huggingface Trl GRPO Training
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
Principles
- Principle:Helicone Helicone Query Filtering
- Principle:EvolvingLMMs Lab Lmms eval Model Testing
- Principle:Hpcaitech ColossalAI Benchmark Metric Computation
- Principle:Eventual Inc Daft UDF Metrics
- Principle:SeleniumHQ Selenium Git Branching Strategy
- Principle:Bentoml BentoML Model Cleanup
- Principle:SeldonIO Seldon core Model Explainability Integration
- Principle:Huggingface Datasets Hub Metadata Configs
- Principle:Ggml org Ggml Tensor Creation
- Principle:TobikoData Sqlmesh Data Exploration And Validation
Implementations
- Implementation:Google deepmind Dm control OSMesa Context
- Implementation:Pytorch Serve Accelerate Handler
- Implementation:LMCache LMCache Observability
- Implementation:Teamcapybara Capybara Spec Has Css
- Implementation:Sail sg LongSpec Pip Requirements Install
- Implementation:Teamcapybara Capybara Session Visit
- Implementation:Openai Openai python Response Input File Content Param
- Implementation:Hpcaitech ColossalAI Zero Bubble GRPOConsumer
- Implementation:Danijar Dreamerv3 Agent Init
- Implementation:FlowiseAI Flowise CustomAssistantConfigurePreview
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Openai Openai python Retry Backoff Strategy
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Ggml org Ggml Vulkan GPU Environment