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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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Browse by Category
| 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:Danijar Dreamerv3 Single Process Training
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Spotify Luigi Local Batch Pipeline
Principles
- Principle:Risingwavelabs Risingwave CDC Offset Management
- Principle:Pyro ppl Pyro SVI Training Loop
- Principle:Ucbepic Docetl Dataset Upload And Operation Creation
- Principle:Triton inference server Server Model Lifecycle Testing
- Principle:Google deepmind Mujoco Vectorized Simulation
- Principle:FMInference FlexLLMGen CUDA Type Conversion
- Principle:Haifengl Smile SQL Metadata Exploration
- Principle:OWASP Www project top 10 for large language model applications ASI Top 10 Threat Assessment
- Principle:Intel Ipex llm Lookahead Decoding
- Principle:Webdriverio Webdriverio BrowserStack Accessibility Testing
Implementations
- Implementation:Intel Ipex llm Get Peft Model LoRA
- Implementation:Puppeteer Puppeteer GetConfiguration
- Implementation:Langgenius Dify UseEndpoints
- Implementation:NVIDIA NeMo Curator WorkflowBase
- Implementation:Ggml org Llama cpp Jinja Caps Header
- Implementation:Lance format Lance Java IvfBuildParams
- Implementation:Google deepmind Mujoco MJWarp Collision Primitive Core
- Implementation:Apache Shardingsphere DefaultDistributedLock Lock
- Implementation:NVIDIA TransformerEngine Ops LayerNorm
- Implementation:Nightwatchjs Nightwatch Session Cleanup API
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Spotify Luigi PySpark Task Serialization
Environments
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Sgl project Sglang CPU Runtime
- Environment:Sgl project Sglang CUDA
- Environment:Kserve Kserve Python Runtime
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Tencent Ncnn Vulkan Environment