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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:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Apache Spark Application Submission
Principles
- Principle:Eventual Inc Daft List Explosion
- Principle:DistrictDataLabs Yellowbrick Decision Boundary Visualization
- Principle:Huggingface Alignment handbook APO Zero Preference Alignment
- Principle:Tensorflow Tfjs Embedding Representation
- Principle:EvolvingLMMs Lab Lmms eval TUI Command Interface
- Principle:Online ml River Online Preprocessing
- Principle:Triton inference server Server Repository Cloning
- Principle:Duckdb Duckdb Serialization Code Generation
- Principle:Bentoml BentoML Model Cloud Sync
- Principle:Bentoml BentoML HTTP Production Serving
Implementations
- Implementation:Microsoft DeepSpeedExamples Domino Training
- Implementation:DistrictDataLabs Yellowbrick DroppingCurve Visualizer
- Implementation:Astronomer Astronomer cosmos DbtKubernetesOperator Execute
- Implementation:Eventual Inc Daft Session Create Temp Table
- Implementation:Avhz RustQuant Gaussian Distribution
- Implementation:Huggingface Datasets Sharding Utils
- Implementation:Interpretml Interpret TensorTotalsBuild
- Implementation:Google deepmind Mujoco Filament Object Manager
- Implementation:NVIDIA TransformerEngine PyTorch Ext Attention
- Implementation:Bentoml BentoML CLI Secret
Heuristics
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:CrewAIInc CrewAI Context Window Management
Environments
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment