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Workflows
7,697
Principles
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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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|---|---|---|
| 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:Apache Hudi Flink Table Clustering
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
Principles
- Principle:FlagOpen FlagEmbedding Multi Retrieval Training
- Principle:Kubeflow Pipelines XGBoost Model Prediction
- Principle:Volcengine Verl Environment Setup
- Principle:Microsoft Onnxruntime Result Processing
- Principle:Ggml org Llama cpp Context Extension
- Principle:Fastai Fastbook Text Data Preparation
- Principle:NVIDIA DALI Plugin Loading
- Principle:Farama Foundation Gymnasium Environment Validation
- Principle:Triton inference server Server QA Test Model Generation
- Principle:Evidentlyai Evidently Data Drift Detection
Implementations
- Implementation:Huggingface Diffusers AutoencoderKL Decode
- Implementation:Sgl project Sglang CPU Decode Attention
- Implementation:FlowiseAI Flowise EvaluatorConstant
- Implementation:Norrrrrrr lyn WAInjectBench OpenCLIP Init
- Implementation:Hpcaitech ColossalAI ChatGLM Model
- Implementation:Apache Druid Joda To Regexp
- Implementation:Dotnet Machinelearning FactorizationMachineCore
- Implementation:Ollama Ollama Convert Olmo
- Implementation:Pytorch Serve TorchModelServiceWorker
- Implementation:NVIDIA TransformerEngine Fused Attn F16 Max512
Heuristics
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Getgauge Taiko Element Actionability Checks
Environments
- Environment:Apache Kafka Gradle Build Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:CARLA simulator Carla Python API Runtime
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Neuml Txtai Python Core Environment