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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:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
Principles
- Principle:Microsoft Playwright Identify Interception Targets
- Principle:Langfuse Langfuse Experiment Run Creation
- Principle:Huggingface Datasets Pandas Conversion
- Principle:Pytorch Serve Non PyTorch Model Serving
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:OWASP Www project top 10 for large language model applications Agentic Mitigation Recommendations
- Principle:MarketSquare Robotframework browser Plugin Documentation Generation
- Principle:Infiniflow Ragflow Server Startup
- Principle:Getgauge Taiko Specialized Input Controls
- Principle:DataExpert io Data engineer handbook Database Seeding
Implementations
- Implementation:Google deepmind Mujoco Render Util
- Implementation:Allenai Open instruct DPO Loss Function
- Implementation:CrewAIInc CrewAI Crew Train Method
- Implementation:Explodinggradients Ragas ToolCallAccuracy Metric
- Implementation:Microsoft DeepSpeedExamples Write Benchmark Log
- Implementation:Farama Foundation Gymnasium Sequence Space
- Implementation:Promptfoo Promptfoo loadApiProvider
- Implementation:Farama Foundation Gymnasium Graph Space
- Implementation:Langfuse Langfuse Model Pricing Validation
- Implementation:FlowiseAI Flowise SafeHTML
Heuristics
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
Environments
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Intel Ipex llm Windows Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Apache Beam Java Build Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment