Main Page
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Total Pages
1,118
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 Autogen Graph Based Agent Orchestration
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
Principles
- Principle:Langchain ai Langgraph Error Handling
- Principle:Duckdb Duckdb Extension Loading Verification
- Principle:Alibaba MNN Diffusion ONNX Export
- Principle:ARISE Initiative Robomimic Train Validation Split
- Principle:Apache Paimon Global Index Scan Building
- Principle:Apache Beam Pipeline Translation
- Principle:Mlflow Mlflow Prediction Endpoint
- Principle:Unstructured IO Unstructured Basic Chunking
- Principle:Online ml River DenStream Clustering
- Principle:Allenai Open instruct Human Evaluation
Implementations
- Implementation:Allenai Open instruct Build Image And Launch
- Implementation:Haosulab ManiSkill RoboCasaSceneBuilder
- Implementation:Facebookresearch Habitat lab IL Metrics
- Implementation:CARLA simulator Carla Python Client Bindings
- Implementation:Mlflow Mlflow Log Assessment
- Implementation:NVIDIA DALI Schema Register Macros
- Implementation:DistrictDataLabs Yellowbrick Exceptions
- Implementation:Eventual Inc Daft DataFrame Write Parquet
- Implementation:Ollama Ollama Readline
- Implementation:Kubeflow Pipelines Taxi Utils
Heuristics
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
Environments
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment