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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:OpenRLHF OpenRLHF SFT Training
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Mistralai Client python Text Embeddings
Principles
- Principle:Volcengine Verl Multi Turn Rollout
- Principle:ArroyoSystems Arroyo Pipeline Submission
- Principle:DistrictDataLabs Yellowbrick Visual Pipeline Integration
- Principle:Puppeteer Puppeteer Browser Version Verification
- Principle:Google deepmind Mujoco Offscreen Rendering
- Principle:Tensorflow Tfjs Weight Regularization
- Principle:Bentoml BentoML Distributed Deployment Configuration
- Principle:Ggml org Llama cpp StreamingJSONParsing
- Principle:Turboderp org Exllamav2 Bit Allocation Optimization
- Principle:Datahub project Datahub Client Authentication
Implementations
- Implementation:Explodinggradients Ragas FactualCorrectness Metric
- Implementation:CrewAIInc CrewAI RAG PostgreSQL Loader
- Implementation:Webdriverio Webdriverio Bidi LocalTypes
- Implementation:Turboderp org Exllamav2 Ext Cache
- Implementation:Evidentlyai Evidently SDK Panels
- Implementation:Cleanlab Cleanlab Rank Classes By Label Quality
- Implementation:EvolvingLMMs Lab Lmms eval VDC Video Captioning Utils
- Implementation:Deepset ai Haystack PyPDFToDocument
- Implementation:Datajuicer Data juicer ImageNSFWFilter
- Implementation:Arize ai Phoenix LangChain Adapter
Heuristics
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
Environments
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment