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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:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Nautechsystems Nautilus trader Live trading deployment
Principles
- Principle:Datahub project Datahub V2 Client Setup
- Principle:Ggml org Ggml Model Quantization
- Principle:Guardrails ai Guardrails Documentation
- Principle:Speechbrain Speechbrain Speech To Unit Translation
- Principle:Microsoft Autogen Hierarchical Agent Composition
- Principle:Ollama Ollama Model Loading
- Principle:Astronomer Astronomer cosmos Virtualenv Operator Execution
- Principle:Ggml org Llama cpp Training
- Principle:Tensorflow Serving Batching Enablement
- Principle:Haosulab ManiSkill Sim2Real Bridge
Implementations
- Implementation:Apache Paimon RoaringBitmap
- Implementation:Avdvg InjectGuard Metric And Main
- Implementation:TobikoData Sqlmesh Spinner
- Implementation:Risingwavelabs Risingwave JdbcUtils
- Implementation:FlowiseAI Flowise ExpandedChunkDialog
- Implementation:Datajuicer Data juicer MaximumLineLengthFilter
- Implementation:Open compass VLMEvalKit DeepSeekVL
- Implementation:Facebookresearch Audiocraft SoundDataset
- Implementation:Haotian liu LLaVA CLI Main
- Implementation:Alibaba MNN Torch Model Export
Heuristics
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Unslothai Unsloth LoRA Rank Selection
Environments
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Apache Kafka Committer Tools Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment