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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:Bentoml BentoML Multi Model Composition
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:OpenRLHF OpenRLHF Iterative DPO
Principles
- Principle:Microsoft LoRA NLU Environment Setup
- Principle:Webdriverio Webdriverio W3C WebDriver Bidi Specification
- Principle:NVIDIA DALI GPU Image Decoding
- Principle:Zai org CogVideo LLM Image Video Pipeline
- Principle:VainF Torch Pruning Pruned Model Serialization
- Principle:Tensorflow Tfjs Model Hosting
- Principle:Getgauge Taiko Radio Button Selection
- Principle:Speechbrain Speechbrain Speech Translation Training
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Online ml River Online Neural Networks
Implementations
- Implementation:Vibrantlabsai Ragas MultiModalPrompt
- Implementation:Risingwavelabs Risingwave DbzSourceHandler
- Implementation:Iterative Dvc DataCloud Status
- Implementation:Google deepmind Mujoco User VFS Header
- Implementation:Open compass VLMEvalKit SArena FID
- Implementation:Pytorch Serve BaseDeepSpeedHandler
- Implementation:Open compass VLMEvalKit MMHelix TwentyFourPoints Eval
- Implementation:Haosulab ManiSkill PartNetFaucetMeta
- Implementation:Kubeflow Pipelines Taxi Utils
- Implementation:AUTOMATIC1111 Stable diffusion webui Extensions Tab JS
Heuristics
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
Environments
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment