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1,118
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:Onnx Onnx Reference Evaluation
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Openai Openai node Audio Processing
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
Principles
- Principle:Huggingface Datasets Cache Dataset Building
- Principle:Scikit learn contrib Imbalanced learn Sampler Compatibility Checking
- Principle:EvolvingLMMs Lab Lmms eval Task Directory Structure
- Principle:Mlc ai Mlc llm On Device Deployment
- Principle:Eventual Inc Daft Rust Workspace Build
- Principle:FlagOpen FlagEmbedding Retrieval Result Reranking
- Principle:Turboderp org Exllamav2 Multi GPU Compatibility
- Principle:VainF Torch Pruning Dependency Group Pruning
- Principle:LaurentMazare Tch rs Forward Pass Inference
- Principle:Bigscience workshop Petals Speculative Decoding
Implementations
- Implementation:Openai Openai node Zod ParseDef
- Implementation:Haifengl Smile DenseMatrix Factory
- Implementation:Zai org CogVideo LatentLPIPS
- Implementation:Ggml org Llama cpp Android InferenceEngineImpl
- Implementation:Onnx Onnx Tensor Class
- Implementation:Huggingface Peft BoneConfig
- Implementation:CrewAIInc CrewAI Code Docs Search Tool
- Implementation:Teamcapybara Capybara Spec Find
- Implementation:PeterL1n BackgroundMattingV2 Load pretrained deeplabv3 state dict
- Implementation:Deepspeedai DeepSpeed Normalize Layer
Heuristics
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
Environments
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Groq Groq python Python Groq SDK