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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:SeldonIO Seldon core Model Deployment
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:CarperAI Trlx SFT Instruction Tuning
Principles
- Principle:Webdriverio Webdriverio Error Handling
- Principle:Triton inference server Server Model Weight Download
- Principle:Sktime Pytorch forecasting Positional Encoding
- Principle:Dotnet Machinelearning Gradient Boosted Tree Histogram
- Principle:Huggingface Datatrove Core Data Structures
- Principle:Openai Whisper Median Filtering
- Principle:Vllm project Vllm Prompt Preparation
- Principle:Bentoml BentoML HTTP Client Testing
- Principle:OpenGVLab InternVL Vision Language Model Loading
- Principle:Zai org CogVideo 3D Video Encoding
Implementations
- Implementation:Ggml org Ggml Metal backend
- Implementation:Pyro ppl Pyro PlateMessenger
- Implementation:Sgl project Sglang GEMM Interface
- Implementation:Recommenders team Recommenders BaseModel Run Fast Eval
- Implementation:PeterL1n BackgroundMattingV2 Load pretrained deeplabv3 state dict
- Implementation:NVIDIA NeMo Aligner Reward Model Class Registry
- Implementation:BerriAI Litellm Streaming Chunk Builder
- Implementation:Webdriverio Webdriverio FirefoxProfile Types
- Implementation:NVIDIA NeMo Curator Base DocumentIterator
- Implementation:Hiyouga LLaMA Factory Glaive Toolcall En Demo Data
Heuristics
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
Environments
- Environment:Sail sg LongSpec Inference Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Sgl project Sglang Kubernetes
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Huggingface Trl Quantization Environment