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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:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Huggingface Optimum Model Export
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Haifengl Smile Nearest Neighbor Search
Principles
- Principle:Dagster io Dagster Kubernetes Helm Test Infrastructure
- Principle:Huggingface Optimum Model Decomposition
- Principle:Predibase Lorax Health Check Verification
- Principle:Webdriverio Webdriverio Service Initialization
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:FMInference FlexLLMGen Data Wrangling Setup
- Principle:Spcl Graph of thoughts Validity Filtering
- Principle:Puppeteer Puppeteer Accessibility Tree Inspection
- Principle:ARISE Initiative Robosuite Object Modeling
- Principle:DistrictDataLabs Yellowbrick Residual Analysis
Implementations
- Implementation:Elevenlabs Elevenlabs python ScribeRealtime Connect
- Implementation:Kserve Kserve ServingRuntime CRD
- Implementation:Nightwatchjs Nightwatch Element And Section Configuration
- Implementation:Avhz RustQuant Asian Backend
- Implementation:FlagOpen FlagEmbedding FlagAutoReranker From Finetuned Validation
- Implementation:Zai org CogVideo CogVideoXDPMScheduler From Config
- Implementation:Huggingface Datatrove FailedLogs
- Implementation:Vibrantlabsai Ragas NoiseSensitivity
- Implementation:Google deepmind Mujoco MJWarp Constraint
- Implementation:Evidentlyai Evidently Legacy Semantic Similarity Feature
Heuristics
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
Environments
- Environment:LMCache LMCache Python Runtime
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:NVIDIA DALI FFmpeg Environment