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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:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Lm sys FastChat MT Bench Evaluation
Principles
- Principle:Microsoft Semantic kernel Function Choice Behavior
- Principle:Lance format Lance Tag Management
- Principle:Spotify Luigi Database Connection Configuration
- Principle:OpenRLHF OpenRLHF Unpaired Preference Dataset Construction
- Principle:Lance format Lance Version Cleanup
- Principle:Openai Evals Dataset Preparation
- Principle:Langchain ai Langgraph Entrypoint Configuration
- Principle:Openai Whisper Single Segment Decoding
- Principle:Mlflow Mlflow Development Environment Setup
- Principle:Intel Ipex llm Training With HF Trainer LoRA
Implementations
- Implementation:Lance format Lance MemWalIndex
- Implementation:OpenGVLab InternVL ScienceQA Inference
- Implementation:Online ml River FeatureExtraction Agg
- Implementation:Mlflow Mlflow Genai Evaluate
- Implementation:ARISE Initiative Robomimic TrainUtils run epoch
- Implementation:Promptfoo Promptfoo Logger Browser
- Implementation:Langgenius Dify UseLog
- Implementation:Pyro ppl Pyro MarkovMessenger
- Implementation:Apache Paimon DeltaVarintCompressor
- Implementation:Microsoft DeepSpeedExamples VisProjection
Heuristics
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
Environments
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Sgl project Sglang Multimodal