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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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|---|---|---|
| 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:Getgauge Taiko Headless Browser Testing
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
Principles
- Principle:Huggingface Open r1 Benchmark Evaluation
- Principle:Ggml org Llama cpp Fine Tuning
- Principle:Allenai Open instruct Actor Coordination
- Principle:Protectai Llm guard Competitor Name Detection
- Principle:Shiyu coder Kronos Sequential Two Stage Training
- Principle:Googleapis Python genai Live Music Generation
- Principle:DevExpress Testcafe CI Environment Setup
- Principle:FlowiseAI Flowise Chatflow Listing
- Principle:Online ml River DataFrame Stream Ingestion
- Principle:Mlc ai Web llm Model Selection
Implementations
- Implementation:Pytorch Serve BaseDeepSpeedHandler
- Implementation:Langgenius Dify Root Layout
- Implementation:Openai Openai node Chat Completions Messages
- Implementation:Langchain ai Langchain ChatGroq
- Implementation:Apache Spark Gen Sql Api Docs
- Implementation:Online ml River Tree Nodes HATC
- Implementation:Scikit learn Scikit learn SelectorMixin
- Implementation:Neuml Txtai M2V Vectors
- Implementation:Microsoft Onnxruntime LazyTensorFusion
- Implementation:Teamcapybara Capybara Node Element Interaction
Heuristics
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
Environments
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Cypress io Cypress Browser Requirements
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime