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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:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Volcengine Verl Multi Turn Tool Use Training
Principles
- Principle:Haotian liu LLaVA Conversation Prompt Construction
- Principle:Hpcaitech ColossalAI GRPO Reward Configuration
- Principle:Princeton nlp Tree of thought llm Task Registration
- Principle:Elevenlabs Elevenlabs python Client Tools Registration
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Callback System
- Principle:Princeton nlp SimPO Configuration Parsing
- Principle:Spotify Luigi Hive Data Access
- Principle:Marker Inc Korea AutoRAG Node Line Evaluation
- Principle:Pytorch Serve Speculative Decoding Inference
- Principle:CarperAI Trlx SFT Configuration
Implementations
- Implementation:Ucbepic Docetl OpDescriptions
- Implementation:Evidentlyai Evidently Legacy Generated Features
- Implementation:Anthropics Anthropic sdk python Beta Tool Decorator
- Implementation:Zai org CogVideo Load Image
- Implementation:NVIDIA NeMo Curator RayActorPoolAdapter
- Implementation:OpenGVLab InternVL POPE Benchmark Evaluation
- Implementation:Protectai Llm guard Config
- Implementation:EvolvingLMMs Lab Lmms eval GEdit Bench Utils
- Implementation:SeldonIO Seldon core Hodometer Collect
- Implementation:OpenRLHF OpenRLHF Ckpt DS Zero to Universal
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
Environments
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Huggingface Datatrove Python Runtime
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Kserve Kserve Knative Serving
- Environment:Axolotl ai cloud Axolotl CUDA GPU