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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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| 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:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Mit han lab Llm awq HuggingFace Model Export
Principles
- Principle:TA Lib Ta lib python Pattern Signal Integration
- Principle:Langgenius Dify Plugin Installation
- Principle:Apache Paimon Table Writing
- Principle:ARISE Initiative Robosuite Joint Torque Control
- Principle:ChenghaoMou Text dedup Pipeline Configuration
- Principle:Promptfoo Promptfoo Provider Resolution
- Principle:AnswerDotAI RAGatouille Semantic Search
- Principle:Huggingface Datasets SQL Export
- Principle:Protectai Llm guard Invisible Text Detection
- Principle:Ggml org Llama cpp Logging System
Implementations
- Implementation:Explodinggradients Ragas ImageTextPrompt Class
- Implementation:Langgenius Dify Plugin Auth Hooks
- Implementation:Bentoml BentoML Pytest Plugin
- Implementation:ArroyoSystems Arroyo Schema Resolver
- Implementation:Facebookresearch Habitat lab Config dataclass pattern
- Implementation:Openai Openai python File Create Params
- Implementation:NVIDIA NeMo Aligner SPINTrainer Fit
- Implementation:Onnx Onnx Onnx Sphinx Extension
- Implementation:FlagOpen FlagEmbedding Matryoshka Rank Model
- Implementation:Guardrails ai Guardrails Docs Package Lock
Heuristics
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Predibase Lorax GPU Sampling Optimization
Environments
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Run llama Llama index Sentence Transformers Finetuning