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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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|---|---|---|
| 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:Huggingface Open r1 SFT Distillation
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Groq Groq python Chat Completion
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Mage ai Mage ai API Source Extraction
Principles
- Principle:Fastai Fastbook Neural Collaborative Filtering
- Principle:Langgenius Dify Service Layer Architecture
- Principle:DevExpress Testcafe Test File Compilation
- Principle:DistrictDataLabs Yellowbrick Dataset Loading
- Principle:Unstructured IO Unstructured File Type Detection
- Principle:Liu00222 Open Prompt Injection Text Segmentation
- Principle:Ggml org Ggml Detection Post Processing
- Principle:Hpcaitech ColossalAI GRPO Policy Loss
- Principle:Bentoml BentoML Service Class Definition
- Principle:Microsoft BIPIA Model Loading
Implementations
- Implementation:Langgenius Dify Service Common
- Implementation:Ucbepic Docetl OperationComponents
- Implementation:Mage ai Mage ai Couchbase Source
- Implementation:Marker Inc Korea AutoRAG Make Basic Gen Gt
- Implementation:Datahub project Datahub RestEmitter
- Implementation:Google deepmind Mujoco Render Context Header
- Implementation:Infiniflow Ragflow Admin Login Page
- Implementation:Neuml Txtai GGML ANN
- Implementation:Openai Openai python Request Transform Utils
- Implementation:FlagOpen FlagEmbedding MiniCPM Reranker Layerwise
Heuristics
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
Environments
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Datahub project Datahub Python Ingestion