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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:Unstructured IO Unstructured Document Partitioning
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Apache Beam Twister2 Batch Execution
Principles
- Principle:Lm sys FastChat LoRA Adapter Injection
- Principle:Microsoft Semantic kernel Process Builder Creation
- Principle:Sgl project Sglang Structured Output Validation
- Principle:Facebookresearch Habitat lab Registry Registration
- Principle:ARISE Initiative Robosuite Joint Torque Control
- Principle:OWASP Www project top 10 for large language model applications Automated Quality Feedback
- Principle:Sgl project Sglang Multimodal Prompt Construction
- Principle:LLMBook zh LLMBook zh github io Batch Data Collation
- Principle:Trailofbits Fickling Polyglot File Creation
- Principle:Pytorch Serve Model Registration
Implementations
- Implementation:Anthropics Anthropic sdk python Messages Create
- Implementation:Huggingface Trl Get Peft Config Reward
- Implementation:Triton inference server Server GenQaModels
- Implementation:Haosulab ManiSkill DownloadAsset
- Implementation:Sail sg LongSpec Bulma Slider
- Implementation:DistrictDataLabs Yellowbrick TextVisualizer
- Implementation:DataTalksClub Data engineering zoomcamp JsonConsumer Implementation
- Implementation:Microsoft Playwright Server Playwright
- Implementation:Getgauge Taiko TableCellWrapper
- Implementation:CARLA simulator Carla Junction
Heuristics
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
Environments
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment