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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:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Openai Openai python Audio Processing
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
Principles
- Principle:DataExpert io Data engineer handbook SQL Verification Queries
- Principle:Mistralai Client python Streaming Chat Completion
- Principle:LMCache LMCache Segment Based KV Caching
- Principle:Avhz RustQuant Option Greeks
- Principle:Unslothai Unsloth Vision Model Loading
- Principle:ContextualAI HALOs Bradley Terry Reward Modeling
- Principle:Tensorflow Tfjs Activation Functions
- Principle:Zai org CogVideo SAT Video Decoding and Export
- Principle:Princeton nlp Tree of thought llm Task Instantiation
- Principle:Apache Paimon Target Table Preparation
Implementations
- Implementation:Puppeteer Puppeteer JSHandle
- Implementation:Apache Flink ElementConverter Apply
- Implementation:Iterative Dvc Experiments Run
- Implementation:Vllm project Vllm LLM Get Metrics
- Implementation:NVIDIA TransformerEngine Activation C API
- Implementation:CrewAIInc CrewAI Serply Webpage To Markdown Tool
- Implementation:Infiniflow Ragflow SliderInputFormField Component
- Implementation:Lance format Lance UpdateBuilder And MergeInsertBuilder
- Implementation:Online ml River Forecaster Learn One
- Implementation:Scikit learn Scikit learn DBSCAN
Heuristics
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Sdv dev SDV Version Compatibility
Environments
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Ucbepic Docetl LLM API Keys
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Ggml org Llama cpp Metal GPU Environment