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Total Pages
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:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:VainF Torch Pruning Object Detection Pruning
Principles
- Principle:Pola rs Polars Advanced SQL Features
- Principle:Langchain ai Langchain Package Configuration
- Principle:Ollama Ollama Model Adaptation
- Principle:Ucbepic Docetl Prompt Iteration
- Principle:Langchain ai Langchain Release Notes Generation
- Principle:Datahub project Datahub CLI Package Installation
- Principle:Pyro ppl Pyro MCMC Convergence Diagnostics
- Principle:Ggml org Llama cpp Server Configuration
- Principle:Webdriverio Webdriverio BrowserStack API Integration
- Principle:FlowiseAI Flowise Evaluator Definition
Implementations
- Implementation:Apache Beam ImmutabilityEnforcementFactory
- Implementation:EvolvingLMMs Lab Lmms eval MultiDocVQA Utils
- Implementation:Sdv dev SDV CTGANSynthesizer Init
- Implementation:Haosulab ManiSkill Humanoid
- Implementation:ARISE Initiative Robosuite CompositionalRobots
- Implementation:NVIDIA TransformerEngine JAX Quantize Helper
- Implementation:NVIDIA DALI Fn Decoders Image Random Crop
- Implementation:Open compass VLMEvalKit ChartMimic Chart Type Evaluator
- Implementation:Ollama Ollama Imagegen ZImage
- Implementation:Microsoft Agent framework ConcurrentBuilder Init
Heuristics
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Spotify Luigi Marker Table Idempotency
Environments
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Apache Spark Kubernetes Runtime