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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:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Onnx Onnx Version Conversion
Principles
- Principle:Langchain ai Langgraph Project Configuration
- Principle:CARLA simulator Carla Sensor Attachment
- Principle:Kubeflow Pipelines Kubernetes Cluster Preparation
- Principle:VainF Torch Pruning Dependency Group Pruning
- Principle:Microsoft DeepSpeedExamples Model Evaluation And Export
- Principle:Ucbepic Docetl Top K Document Retrieval
- Principle:TobikoData Sqlmesh Ongoing Interval Processing
- Principle:DataTalksClub Data engineering zoomcamp Parquet Output Writing
- Principle:Promptfoo Promptfoo Strategy Application
- Principle:Langfuse Langfuse Experiment Run Creation
Implementations
- Implementation:Apache Paimon DlfProvider
- Implementation:Alibaba ROLL MegatronTrainStrategy Train Step
- Implementation:Huggingface Diffusers ControlNetModel From Pretrained
- Implementation:Lm sys FastChat Build Side By Side Vision Anony UI
- Implementation:Explodinggradients Ragas Collections ContextPrecision Metric
- Implementation:Helicone Helicone HeliconePromptManager
- Implementation:LaurentMazare Tch rs Precompute Freqs Cis
- Implementation:CarperAI Trlx Metric Function Interface
- Implementation:Kornia Kornia Quaternion
- Implementation:Hpcaitech ColossalAI GPT Judge
Heuristics
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
Environments
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Vllm project Vllm ROCm
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Lance format Lance Rust Toolchain
- Environment:Intel Ipex llm Windows Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment