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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:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
Principles
- Principle:Facebookresearch Audiocraft Sample Management
- Principle:Fastai Fastbook Tabular Preprocessing
- Principle:Online ml River Streaming Anomaly Datasets
- Principle:Apache Spark K8s Resource Configuration
- Principle:Isaac sim IsaacGymEnvs RL Agent Initialization
- Principle:Mistralai Client python Tool Schema Definition
- Principle:VainF Torch Pruning Growing Regularization
- Principle:OpenHands OpenHands Compensating Transaction
- Principle:BerriAI Litellm Job Progress Monitoring
- Principle:Googleapis Python genai Cache Management
Implementations
- Implementation:Onnx Onnx Interned Strings
- Implementation:BerriAI Litellm Weights Biases Logger
- Implementation:Haosulab ManiSkill Gym Make BaseEnv
- Implementation:Pyro ppl Pyro HMC Kernel
- Implementation:Recommenders team Recommenders NNI Utils
- Implementation:Huggingface Optimum ParallelAxisSolverPass Run
- Implementation:NVIDIA TransformerEngine Float8BlockwiseTensor
- Implementation:Alibaba MNN Protobuf Descriptor Database H
- Implementation:LaurentMazare Tch rs Nn Linear
- Implementation:Triton inference server Server L0 Backend Python Test
Heuristics
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
Environments
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Kserve Kserve Leader Worker Set
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Openai Openai node Node 20 Runtime