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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:LaurentMazare Tch rs LLM Text Generation
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
Principles
- Principle:Princeton nlp SimPO Multi Seed Response Generation
- Principle:Ggml org Llama cpp HybridMemory
- Principle:Evidentlyai Evidently Workspace Management
- Principle:Huggingface Transformers Training Execution
- Principle:Trailofbits Fickling Import Level Pickle Interception
- Principle:Triton inference server Server Ensemble Validation
- Principle:Cypress io Cypress Development Server
- Principle:Turboderp org Exllamav2 Model Compilation
- Principle:Tensorflow Serving Model Metadata Query
- Principle:Microsoft BIPIA Prompt Construction With Defense
Implementations
- Implementation:Haosulab ManiSkill PutOnInScene
- Implementation:PeterL1n BackgroundMattingV2 Displayer
- Implementation:Google deepmind Mujoco mj deleteData mj deleteModel
- Implementation:ArroyoSystems Arroyo Global Keyed Map
- Implementation:Nautechsystems Nautilus trader Strategy Init
- Implementation:FlowiseAI Flowise MarketplacesView
- Implementation:Open compass VLMEvalKit Chameleon
- Implementation:Ucbepic Docetl Blocking Utils
- Implementation:Treeverse LakeFS Java SDK Model PullRequest
- Implementation:Ollama Ollama Llama Adapter Types
Heuristics
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Avhz RustQuant Interpolation Method Selection
Environments
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Googleapis Python genai Gemini API Key Authentication