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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:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Lance format Lance Table Optimization
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
Principles
- Principle:Iamhankai Forest of Thought LLM as Judge
- Principle:Heibaiying BigData Notes Flink State Management
- Principle:Alibaba MNN Diffusion ONNX Export
- Principle:Ollama Ollama KVCache Encoder Caching
- Principle:Fastai Fastbook Learner Abstraction
- Principle:Helicone Helicone Infrastructure Services
- Principle:Apache Paimon Lance Predicate Pushdown
- Principle:Huggingface Datasets SQL Import
- Principle:Arize ai Phoenix Experiment Evaluator Definition
- Principle:Ggml org Llama cpp PublicAPI
Implementations
- Implementation:Wandb Weave Auto Summarize
- Implementation:Facebookresearch Habitat lab ArticulatedAgentInterface
- Implementation:Huggingface Trl GRPO Model Kwargs Assembly
- Implementation:LLMBook zh LLMBook zh github io Quantize Func
- Implementation:Lance format Lance LegacyPrimitiveEncoding
- Implementation:Risingwavelabs Risingwave SourceTypeE
- Implementation:Google deepmind Dm control Variation Noises
- Implementation:Neuml Txtai Named Entity Recognition
- Implementation:Scikit learn Scikit learn DetCurveDisplay
- Implementation:AUTOMATIC1111 Stable diffusion webui Network apply weights
Heuristics
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Microsoft LoRA LoRA Rank Selection
Environments
- Environment:Datahub project Datahub Python Ingestion
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Huggingface Diffusers Attention Backends
- Environment:Langgenius Dify Python Backend Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Cleanlab Cleanlab Datalab Dependencies