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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:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Huggingface Diffusers DreamBooth Personalization
Principles
- Principle:Speechbrain Speechbrain HyperPyYAML Configuration
- Principle:ARISE Initiative Robomimic Training Loop Execution
- Principle:Huggingface Datatrove Pipeline Statistics Tracking
- Principle:Cleanlab Cleanlab Datalab Regression Label Issue Detection
- Principle:Microsoft Playwright Execute Automation Command
- Principle:MaterializeInc Materialize Docker Image Building
- Principle:Turboderp org Exllamav2 Sampling Configuration
- Principle:Heibaiying BigData Notes HBase Connection Creation
- Principle:Kubeflow Kubeflow Build Pipeline
- Principle:Mlflow Mlflow Error Handling and Exception Hierarchy
Implementations
- Implementation:Shiyu coder Kronos QlibDataPreprocessor Usage
- Implementation:Ucbepic Docetl SpotlightOverlay
- Implementation:FlowiseAI Flowise NavItem
- Implementation:Langchain ai Langgraph RemoteGraph Init
- Implementation:DistrictDataLabs Yellowbrick Gallery Generator
- Implementation:NVIDIA TransformerEngine TEGemmaForCausalLM
- Implementation:Google deepmind Mujoco Engine Sensor
- Implementation:ClickHouse ClickHouse Data Lakes Importer
- Implementation:Infiniflow Ragflow ChunkMethodForm Component
- Implementation:Interpretml Interpret RmseRegressionObjective
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
Environments
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Pola rs Polars Rust Build Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment