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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:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Onnx Onnx Model Composition
Principles
- Principle:Google deepmind Mujoco BVH Acceleration
- Principle:EvolvingLMMs Lab Lmms eval Results Retrieval
- Principle:EvolvingLMMs Lab Lmms eval MCP Tool Integration
- Principle:Pola rs Polars SQL Context Creation
- Principle:Ggml org Llama cpp Build Quantize Tool
- Principle:Ggml org Llama cpp Multimodal Processing
- Principle:Haosulab ManiSkill Controller Architecture
- Principle:Datahub project Datahub OpenLineage Conversion
- Principle:Mlflow Mlflow Release Automation
- Principle:Huggingface Datasets Translation Feature Handling
Implementations
- Implementation:Ggml org Llama cpp Llama Bench
- Implementation:BerriAI Litellm Cooldown Cache
- Implementation:Rapidsai Cuml Breast Cancer Dataset
- Implementation:FlowiseAI Flowise ConfigContext
- Implementation:HKUDS AI Trader TransactionLoader
- Implementation:Pyro ppl Pyro ClippedAdam Optimizer
- Implementation:Datajuicer Data juicer ImageDetectionYoloMapper
- Implementation:Zai org CogVideo RIFE Inference
- Implementation:NVIDIA TransformerEngine Dropout C API
- Implementation:Lance format Lance AccumulationQueue
Heuristics
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:CarperAI Trlx Partial Layer Freezing
Environments
- Environment:Kserve Kserve Leader Worker Set
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Tencent Ncnn PyTorch Environment
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Volcengine Verl SGLang Rollout Environment