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Total Pages
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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Browse by Category
| 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:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:OpenBMB UltraFeedback Completion Generation
Principles
- Principle:Roboflow Rf detr ONNX Model Export
- Principle:Apache Flink Bucket Data Writing
- Principle:Microsoft Playwright Define Agent Actions with Perform
- Principle:Infiniflow Ragflow LLM Configuration
- Principle:Scikit learn Scikit learn Semi Supervised Learning
- Principle:Huggingface Alignment handbook Reasoning Mid Training
- Principle:Duckdb Duckdb Random Number Generation
- Principle:Interpretml Interpret Data Exploration
- Principle:Dagster io Dagster Dbt Asset Translation
- Principle:Axolotl ai cloud Axolotl Training Performance Profiling
Implementations
- Implementation:Elevenlabs Elevenlabs python WorkflowOverrideAgentNodeModelInput
- Implementation:Haosulab ManiSkill RollBall
- Implementation:Webdriverio Webdriverio InsightsHandler Class
- Implementation:Huggingface Optimum Run And TimeBenchmark
- Implementation:Vllm project Vllm EngineArgs Init
- Implementation:Mlc ai Mlc llm ChatView
- Implementation:Open compass VLMEvalKit ChartMimic Chart Type Evaluator Prefix
- Implementation:Hpcaitech ColossalAI Dataset Utils
- Implementation:Open compass VLMEvalKit MMHelix Bridges Eval
- Implementation:Microsoft Semantic kernel CloudEvents GenerateDocumentsChat
Heuristics
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Helicone Helicone Provider URL Regex Priority
Environments
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Snorkel team Snorkel PySpark
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Apache Airflow Database Backend Environment