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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:Iterative Dvc Remote Data Sync
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Lance format Lance Version Management
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Ollama Ollama OpenAI API Compatibility
Principles
- Principle:Sdv dev SDV DayZ Multi Table Parameter Detection
- Principle:Protectai Modelscan Middleware Pipeline
- Principle:Isaac sim IsaacGymEnvs Policy Training Loop
- Principle:Ray project Ray Cross Language Deserialization
- Principle:Fastai Fastbook Model Interpretation
- Principle:Tensorflow Serving Hashmap Servable
- Principle:Datahub project Datahub Spark Listener Configuration
- Principle:Pyro ppl Pyro Topic Modeling
- Principle:AUTOMATIC1111 Stable diffusion webui Model and VAE loading
- Principle:ContextualAI HALOs Metrics Summarization
Implementations
- Implementation:MaterializeInc Materialize Mzexplore Module
- Implementation:Lm sys FastChat Split Long Conversation
- Implementation:FlowiseAI Flowise PostProcessing
- Implementation:Online ml River Imblearn ChebyshevSampler
- Implementation:Apache Flink SingletonResultIterator
- Implementation:Shiyu coder Kronos KronosPredictor Init
- Implementation:InternLM Lmdeploy ModelRequest
- Implementation:Pytorch Serve GptHandler
- Implementation:Apache Dolphinscheduler NettyRemotingServer Setup
- Implementation:Open compass VLMEvalKit WildVision
Heuristics
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
Environments
- Environment:Bentoml BentoML Python Runtime
- Environment:Microsoft Agent framework API Credentials
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Avdvg InjectGuard CUDA GPU