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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:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Groq Groq python Text Embedding
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
Principles
- Principle:Obss Sahi Detectron2 Config Export
- Principle:Online ml River Incremental Clustering Interface
- Principle:Sktime Pytorch forecasting Scaled Dot Product Attention
- Principle:Vespa engine Vespa Indexing Expression Execution
- Principle:Huggingface Peft AdaLoRA Adaptive Rank
- Principle:Microsoft LoRA Package Installation
- Principle:Openclaw Openclaw Agent Creation
- Principle:FMInference FlexLLMGen HELM Batch Construction
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Model Deployment
- Principle:Langgenius Dify DDD Architecture
Implementations
- Implementation:Pyro ppl Pyro Settings
- Implementation:Microsoft Autogen Studio Builder Store
- Implementation:Online ml River Stats Minimum
- Implementation:Langfuse Langfuse NormalizeInputOutput
- Implementation:LaurentMazare Tch rs DDPG Agent
- Implementation:CARLA simulator Carla TrafficManager Configuration
- Implementation:Nightwatchjs Nightwatch Page Object Type Definitions
- Implementation:Microsoft Playwright Device Descriptors Source
- Implementation:Mlflow Mlflow Update Mlflow Versions
- Implementation:Neuml Txtai HFOnnx Call
Heuristics
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Ray project Ray NaN Score Filtering In PBT
Environments
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Openai Whisper FFmpeg
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Vllm project Vllm CPU Runtime