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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:Vespa engine Vespa Document indexing pipeline
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Onnx Onnx Version Conversion
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
Principles
- Principle:Ggml org Llama cpp Model Distribution
- Principle:Langgenius Dify Application Bootstrap
- Principle:Deepset ai Haystack Semantic Answer Similarity Evaluation
- Principle:TobikoData Sqlmesh Plan Confirmation And Application
- Principle:Huggingface Peft SFT Training
- Principle:Ggml org Llama cpp Benchmarking
- Principle:Langfuse Langfuse Export Job Creation
- Principle:Truera Trulens LangGraph Agent Construction
- Principle:Iterative Dvc Experiment Apply Or Discard
- Principle:Onnx Onnx External Data Conversion
Implementations
- Implementation:Promptfoo Promptfoo SharePoint Integration
- Implementation:Langfuse Langfuse CreatePrompt
- Implementation:Volcengine Verl GSM8K Data Preprocessing
- Implementation:Microsoft LoRA Run GLUE Evaluation
- Implementation:Vllm project Vllm Snapshot Download Draft
- Implementation:InternLM Lmdeploy DLPack
- Implementation:Helicone Helicone Filters
- Implementation:InternLM Lmdeploy State
- Implementation:Langchain ai Langgraph SDK Schema
- Implementation:Cohere ai Cohere python ChatSearchResult Model
Heuristics
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Dagster io Dagster Retry Strategy Configuration
Environments
- Environment:Spotify Luigi Tornado Web Server
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:Allenai Open instruct Docker Container
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Lance format Lance SIMD And Platform Requirements