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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:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Snorkel team Snorkel Data Augmentation
Principles
- Principle:Volcengine Verl RLHF Data Preparation
- Principle:Sktime Pytorch forecasting TFT V2 Architecture
- Principle:ARISE Initiative Robosuite Controller Configuration
- Principle:Google deepmind Mujoco Inlined Vector Quaternion Math
- Principle:Mistralai Client python Tool Call Parsing
- Principle:HKUDS AI Trader Frontend Portfolio Display
- Principle:Ggml org Llama cpp Server Build
- Principle:Onnx Onnx Namespace Prefixing
- Principle:Huggingface Transformers Quantization Configuration
- Principle:Ggml org Llama cpp State Management
Implementations
- Implementation:Predibase Lorax Medusa LoRA Adapter
- Implementation:Apache Shardingsphere ContextManagerBuilderParameter Constructor
- Implementation:ARISE Initiative Robosuite Controller Base
- Implementation:Online ml River Base Ensemble
- Implementation:CrewAIInc CrewAI Tavily Extractor Tool
- Implementation:BerriAI Litellm Get Supported Openai Params
- Implementation:Sdv dev SDV Evaluate Quality Multi Table
- Implementation:Isaac sim IsaacGymEnvs Matplotlib3DPlotter
- Implementation:Mlflow Mlflow Pyfunc Log Model
- Implementation:SeleniumHQ Selenium Python Pyproject
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Rapidsai Cuml GPU Cache Alignment
Environments
- Environment:Obss Sahi Python Image Processing
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Iterative Dvc Git SCM Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Openclaw Openclaw Node 22 Runtime