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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 Single GPU Offloaded Inference
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Langchain ai Langchain Release Process
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
Principles
- Principle:CarperAI Trlx Hyperparameter Sweep
- Principle:Deepseek ai Janus Response Decoding
- Principle:Sktime Pytorch forecasting Residual Connection
- Principle:Pola rs Polars Categorical Type System
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:Ucbepic Docetl Pandas Semantic Operations
- Principle:Google deepmind Mujoco Constraint Solver
- Principle:Openai Evals Eval Orchestration
- Principle:Huggingface Datasets Framework Tensor Conversion
- Principle:Alibaba ROLL Agentic RL Configuration
Implementations
- Implementation:Ollama Ollama Llama Model Grok
- Implementation:Ollama Ollama XCreate
- Implementation:CrewAIInc CrewAI Tool Specs JSON
- Implementation:Datajuicer Data juicer Job Monitor
- Implementation:Microsoft Onnxruntime OnnxTensor
- Implementation:Google deepmind Mujoco MJWarp Sensor
- Implementation:ArroyoSystems Arroyo App Layout
- Implementation:Deepspeedai DeepSpeed AutoModel For Inference
- Implementation:Recommenders team Recommenders Criteo Dataset
- Implementation:ARISE Initiative Robosuite JointVelocityController
Heuristics
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
Environments
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Langgenius Dify Node Frontend Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:HKUDS AI Trader API Credentials