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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:MaterializeInc Materialize dbt Integration
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Online ml River Online Clustering
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Pytorch Serve Model Deployment
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Tencent Ncnn Object Detection Inference
Principles
- Principle:Microsoft DeepSpeedExamples Model Evaluation And Export
- Principle:Facebookresearch Audiocraft Compression Quality Evaluation
- Principle:Datajuicer Data juicer Data Mapping Transformation
- Principle:Mlflow Mlflow Evaluation Dataset Preparation
- Principle:Cleanlab Cleanlab Segmentation Issue Visualization
- Principle:Facebookresearch Habitat lab Checkpointing and Evaluation
- Principle:Huggingface Datatrove Megatron Format Tokenization
- Principle:Open compass VLMEvalKit Results Summarization
- Principle:Lm sys FastChat Vision Image Processing
- Principle:Langchain ai Langgraph Deprecation Management
Implementations
- Implementation:Unslothai Unsloth Train On Responses Only
- Implementation:Risingwavelabs Risingwave JNI Binding Header
- Implementation:Ggml org Llama cpp Build XCFramework
- Implementation:Predibase Lorax OPT Modeling
- Implementation:Spotify Luigi PigJobTask
- Implementation:Datajuicer Data juicer WordRepetitionFilter
- Implementation:Apache Paimon LookupStrategy
- Implementation:Pola rs Polars Fold and Horizontal Ops
- Implementation:Predibase Lorax Flash RW Modeling
- Implementation:Kserve Kserve InferenceService CRD Spec
Heuristics
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
Environments
- Environment:BerriAI Litellm Python Runtime
- Environment:BerriAI Litellm Docker Deployment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Huggingface Diffusers Attention Backends
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Huggingface Transformers Flash Attention 2 Env