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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:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Neuml Txtai Model Training
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Togethercomputer Together python Fine Tuning
Principles
- Principle:Gretelai Gretel synthetics DGAN Network Building
- Principle:Confident ai Deepeval Evaluation Dataset Construction
- Principle:ARISE Initiative Robomimic Dataset Loading
- Principle:Microsoft BIPIA Response Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks Architecture
- Principle:DevExpress Testcafe CI Dependency Installation
- Principle:Huggingface Alignment handbook Model Loading
- Principle:Cohere ai Cohere python Message Construction
- Principle:Langgenius Dify Deployment and API Access
- Principle:Gretelai Gretel synthetics LSTM Model Building
Implementations
- Implementation:SeleniumHQ Selenium DevTools CreateSession
- Implementation:Speechbrain Speechbrain Prepare Voicebank CTC
- Implementation:Ollama Ollama Readline
- Implementation:Eventual Inc Daft Read Csv
- Implementation:Confident ai Deepeval GEval
- Implementation:Google deepmind Mujoco XML Native Writer
- Implementation:Cleanlab Cleanlab Regression Get Label Quality Scores
- Implementation:Infiniflow Ragflow DataflowChunker Component
- Implementation:CarperAI Trlx NeMo Scaling Benchmark
- Implementation:InternLM Lmdeploy Gemm Format
Heuristics
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
Environments
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Sgl project Sglang CPU Runtime
- Environment:Pola rs Polars GPU Execution Environment