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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:Apache Airflow DAG Authoring and Deployment
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Predibase Lorax Server Deployment
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Dotnet Machinelearning Text Classification
Principles
- Principle:Infiniflow Ragflow Operator Configuration
- Principle:Haotian liu LLaVA Evaluation Data Setup
- Principle:Openai Evals Human In The Loop Evaluation
- Principle:Scikit learn Scikit learn Search Results Analysis
- Principle:Haosulab ManiSkill Parallel Trajectory Generation
- Principle:Iterative Dvc Dataset Resolution
- Principle:Ggml org Ggml Model Architecture Initialization
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Zai org CogVideo Video Tokenization
- Principle:Ollama Ollama KVCache Causal Attention
Implementations
- Implementation:Google deepmind Mujoco MJWarp Render
- Implementation:Ggml org Llama cpp Jinja String Header
- Implementation:Iterative Dvc Build Graph
- Implementation:Spcl Graph of thoughts KeepBestN Operation
- Implementation:Apache Beam Twister2PipelineOptions
- Implementation:PeterL1n BackgroundMattingV2 ImageSequenceWriter
- Implementation:CrewAIInc CrewAI Serply Web Search Tool
- Implementation:Ggml org Llama cpp Base64
- Implementation:Online ml River Proba Gaussian
- Implementation:Apache Druid ColorAssigner
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Alibaba ROLL KL Coefficient Tuning
Environments
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Sgl project Sglang Prometheus
- Environment:Ucbepic Docetl Python Runtime
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Sgl project Sglang Grafana
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Langgenius Dify Docker Compose Environment