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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:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Evidentlyai Evidently Data Drift Monitoring
Principles
- Principle:Kserve Kserve Disaggregated Deployment
- Principle:Haifengl Smile DataFrame Inspection
- Principle:Huggingface Datatrove Inference Server Management
- Principle:Openclaw Openclaw Routing Verification
- Principle:BerriAI Litellm Environment Configuration
- Principle:Tencent Ncnn Text Detection And Recognition
- Principle:DevExpress Testcafe CLI Entry Points
- Principle:Confident ai Deepeval Tool Use Evaluation
- Principle:Haosulab ManiSkill Episode Initialization
- Principle:Microsoft Onnxruntime Training Artifact Generation
Implementations
- Implementation:Openai Openai node FineTuning Methods
- Implementation:Open compass VLMEvalKit ScreenSpot
- Implementation:Apache Kafka Git Push And Vote Template
- Implementation:Tensorflow Tfjs Pooling Layers
- Implementation:DevExpress Testcafe Chrome Headless Config
- Implementation:Openai Openai python Response Code Interpreter Call Completed
- Implementation:Tensorflow Tfjs CPU Conv3DBackpropInputV2 Kernel
- Implementation:Ollama Ollama ParseNamedManifest
- Implementation:Haosulab ManiSkill PDEEPoseController
- Implementation:Mlc ai Web llm Chat Completions Create
Heuristics
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
Environments
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Unstructured IO Unstructured All Docs
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Huggingface Datasets PyTorch Integration
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Vllm project Vllm Python
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment