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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:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
Principles
- Principle:Axolotl ai cloud Axolotl LoRA Merging
- Principle:DataExpert io Data engineer handbook Spark Session Configuration
- Principle:Ggml org Llama cpp Quantization Type Selection
- Principle:Wandb Weave Auto Patching
- Principle:Openai Openai node Parsed Output Consumption
- Principle:Mlflow Mlflow API Compatibility Checking
- Principle:Mlc ai Web llm Tool Execution Loop
- Principle:Sktime Pytorch forecasting Model Training
- Principle:Apache Paimon Target Table Preparation
- Principle:OpenGVLab InternVL Gradio Chat Serving
Implementations
- Implementation:Bitsandbytes foundation Bitsandbytes MatMul8bitLt
- Implementation:SeldonIO Seldon core Seldon Pipeline Infer Monitoring
- Implementation:Pola rs Polars LazyFrame Explain Show Graph
- Implementation:Vllm project Vllm ImageAsset And VideoAsset
- Implementation:Vibrantlabsai Ragas Text2SQL DB Utils
- Implementation:Unslothai Unsloth GEMM Forward Kernel
- Implementation:Langchain ai Langchain Workflow Dispatch Trigger
- Implementation:SeldonIO Seldon core Transformers Pipeline Save Pretrained
- Implementation:Farama Foundation Gymnasium Check Environments Match
- Implementation:Lance format Lance BackgroundIterator
Heuristics
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:DevExpress Testcafe Video Encoding Defaults
Environments
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Ollama Ollama CGo Runtime