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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:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Neuml Txtai Model Training
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Explodinggradients Ragas Agent Evaluation
Principles
- Principle:Zai org CogVideo Video Encoding
- Principle:ARISE Initiative Robosuite Action Vector Construction
- Principle:Dagster io Dagster Time Based Partitioning
- Principle:Apache Flink Cross Source Checkpointing
- Principle:Scikit learn Scikit learn Baseline Models
- Principle:Microsoft DeepSpeedExamples Model Evaluation And Export
- Principle:Hpcaitech ColossalAI SFT Training Execution
- Principle:ARISE Initiative Robosuite Object Grouping
- Principle:Facebookresearch Habitat lab Task Dataset Selection
- Principle:TobikoData Sqlmesh Web UI
Implementations
- Implementation:SeldonIO Seldon core Open Inference Protocol V2 OpenAPI
- Implementation:Apache Hudi SchemaChangeUtils IsTypeUpdateAllow
- Implementation:Microsoft Agent framework Run All Samples Script
- Implementation:Google deepmind Mujoco Engine Setconst
- Implementation:NVIDIA NeMo Curator DataDesignerStage
- Implementation:Lm sys FastChat OpenAI API Server
- Implementation:Openai CLIP Zeroshot Classifier
- Implementation:PeterL1n BackgroundMattingV2 Camera
- Implementation:Mit han lab Llm awq NVILAQwen2
- Implementation:Microsoft DeepSpeedExamples Net DeepSpeed
Heuristics
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
Environments
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Online ml River Build Toolchain
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment