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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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Browse by Category
| 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:Princeton nlp Tree of thought llm Adding new task
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Openai Evals Running an eval set
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Zai org CogVideo SAT Finetuning
Principles
- Principle:ARISE Initiative Robosuite Sensor Corruption Modeling
- Principle:Apache Dolphinscheduler Server Lifecycle Management
- Principle:Apache Beam Transform Override Application
- Principle:Togethercomputer Together python Endpoint Management
- Principle:Pyro ppl Pyro Statistical Diagnostics
- Principle:Deepseek ai Janus Vision Encoding and Embedding Fusion
- Principle:Evidentlyai Evidently Dashboard Panel Configuration
- Principle:Haotian liu LLaVA Cloud Hosted Inference
- Principle:Ggml org Ggml SYCL GPU Computation
- Principle:Mistralai Client python Stream Lifecycle Management
Implementations
- Implementation:Teamcapybara Capybara Session Visit
- Implementation:CARLA simulator Carla RssSensor
- Implementation:Microsoft Playwright LaunchApp
- Implementation:MarketSquare Robotframework browser Clock Grpc Handlers
- Implementation:Ggml org Llama cpp Json Partial Header
- Implementation:Fastai Fastbook Tokenizer
- Implementation:Apache Druid ConsoleEntry
- Implementation:ClickHouse ClickHouse Poco Socket
- Implementation:Haosulab ManiSkill InsertFlower
- Implementation:Vespa engine Vespa Config Model API ABI Spec
Heuristics
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Allenai Open instruct Disable Dropout In RL
Environments
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Openai Evals Python Runtime
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Interpretml Interpret Blackbox Explainer Dependencies