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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:Helicone Helicone LLM Request Proxy Logging
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Wandb Weave Prompt Management
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:NVIDIA DALI Video Processing Pipeline
Principles
- Principle:Pyro ppl Pyro Plated Einsum
- Principle:Huggingface Datatrove Job Status Monitoring
- Principle:Langgenius Dify Retrieval Testing
- Principle:Spotify Luigi Container Job Execution
- Principle:CARLA simulator Carla Recording Finalization
- Principle:Apache Paimon Lazy Blob Loading
- Principle:OpenHands OpenHands Base App Initialization
- Principle:Pyro ppl Pyro Directional Statistics
- Principle:Google deepmind Mujoco Offscreen Rendering
- Principle:Explodinggradients Ragas Experiment Orchestration
Implementations
- Implementation:Avhz RustQuant FractionalProcess
- Implementation:Datajuicer Data juicer Difference Area Generator Mapper
- Implementation:Lm sys FastChat Clean Chat Data
- Implementation:Kornia Kornia Draw Primitives
- Implementation:Elevenlabs Elevenlabs python StudioClient
- Implementation:Neuml Txtai BM25 Scoring
- Implementation:Infiniflow Ragflow DataflowChunker Component
- Implementation:NVIDIA TransformerEngine InferenceParams
- Implementation:Apache Paimon TableSnapshot
- Implementation:Bentoml BentoML Runner Class
Heuristics
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Openai Whisper KV Cache Optimization
Environments
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Neuml Txtai API Server Configuration
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Getgauge Taiko Docker Container
- Environment:Bentoml BentoML NVIDIA GPU Resource