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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:Microsoft LoRA LoRA Integration
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
Principles
- Principle:Zai org CogVideo Optical Flow Training Loss
- Principle:Farama Foundation Gymnasium MuJoCo Locomotion
- Principle:Huggingface Datatrove Data Reading Framework
- Principle:PeterL1n BackgroundMattingV2 Video dataset loading
- Principle:Haosulab ManiSkill Imitation Policy Training
- Principle:Lance format Lance Text Data Preparation
- Principle:Sgl project Sglang Server Arguments Configuration
- Principle:OpenHands OpenHands Server Startup
- Principle:ThreeSR Awesome Inference Time Scaling Paper Entry Addition
- Principle:Truera Trulens Leaderboard Analysis
Implementations
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval MSC
- Implementation:Apache Kafka Git Push Remote
- Implementation:FMInference FlexLLMGen DeepSpeed BF16 Optimizer
- Implementation:Risingwavelabs Risingwave Relation Graph Page
- Implementation:Apache Paimon Path
- Implementation:Langchain ai Langchain Anthropic File Search
- Implementation:Speechbrain Speechbrain Speaker Dataio Prep
- Implementation:MarketSquare Robotframework browser Inv Version Docs
- Implementation:Microsoft Onnxruntime ORTModule Training Execution
- Implementation:SeleniumHQ Selenium Bazel Build And Go Wrapper
Heuristics
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Fastai Fastbook Dropout Regularization
Environments
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:ClickHouse ClickHouse Python3 Test Environment