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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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|---|---|---|
| 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:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Nightwatchjs Nightwatch Component Testing
Principles
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:Facebookresearch Audiocraft Audio Token Decoding
- Principle:Ggml org Ggml GGUF Tensor Serialization
- Principle:Spcl Graph of thoughts Validation And Improvement
- Principle:Trailofbits Fickling File Corruption Detection
- Principle:Alibaba ROLL Distillation Validation
- Principle:Scikit learn Scikit learn Nearest Neighbors
- Principle:Ollama Ollama Model Alias API
- Principle:Openclaw Openclaw Log Inspection
- Principle:Helicone Helicone Provider Key Management
Implementations
- Implementation:Openai Openai node Completions Resource
- Implementation:DataExpert io Data engineer handbook SparkSession Builder
- Implementation:Microsoft DeepSpeedExamples BingBert Turing FocalLoss
- Implementation:OpenGVLab InternVL GPT Review Visual Evaluation
- Implementation:Iterative Dvc SingleStageFile Dump
- Implementation:Volcengine Verl RewardModelWorker Compute Reward
- Implementation:Allenai Open instruct LLMRayActor
- Implementation:Mlc ai Mlc llm Mistral Model
- Implementation:Mlc ai Mlc llm FT Quantization
- Implementation:Haosulab ManiSkill Replay Trajectory CLI
Heuristics
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Microsoft Playwright Browser Specific Workarounds
Environments
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Datahub project Datahub Java Build
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime