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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:Mistralai Client python Streaming Chat Completion
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:ArroyoSystems Arroyo UDF Development
Principles
- Principle:Kornia Kornia ONNX Model Loading
- Principle:Pyro ppl Pyro Importance Sampling Inference
- Principle:Huggingface Datatrove Disk Writing Framework
- Principle:Vespa engine Vespa Change Polling Loop
- Principle:ThreeSR Awesome Inference Time Scaling Academic Paper Search
- Principle:Hpcaitech ColossalAI Distributed Model Inference
- Principle:FlagOpen FlagEmbedding Finetuned Reranker Validation
- Principle:LaurentMazare Tch rs Adam Optimization
- Principle:Eventual Inc Daft Session SQL Execution
- Principle:Mlflow Mlflow Tracking Environment Configuration
Implementations
- Implementation:Apache Spark StreamingContextState
- Implementation:Huggingface Datatrove ParagraphStats
- Implementation:OpenBMB UltraFeedback Conversation Get Prompt
- Implementation:Dotnet Machinelearning AliasMultinomialRng
- Implementation:Hpcaitech ColossalAI Zero Bubble GRPOConsumer
- Implementation:Sgl project Sglang CPU GEMM FP8
- Implementation:Cohere ai Cohere python NonStreamedChatResponse Model
- Implementation:Farama Foundation Gymnasium VectorEnv Step Reset
- Implementation:Evidentlyai Evidently Legacy Data Drift Calculations
- Implementation:Princeton nlp Tree of thought llm Task Base Class
Heuristics
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Openai Openai node RunTools Loop Limit
Environments
- Environment:HKUDS AI Trader MCP Services
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Unslothai Unsloth Llama Cpp
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Sgl project Sglang GitHub Actions
- Environment:Apache Flink Python PyFlink Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Spotify Luigi PostgreSQL Server