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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:Fastai Fastbook Image Classification
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Microsoft Playwright Network mocking and interception
Principles
- Principle:Ggml org Llama cpp ModelConversion
- Principle:Vllm project Vllm Constrained Sampling Configuration
- Principle:Tensorflow Serving Simple Server Bootstrap
- Principle:Deepspeedai DeepSpeed DeepSpeed Configuration
- Principle:ContextualAI HALOs Environment Setup
- Principle:Princeton nlp Tree of thought llm Thought Generation
- Principle:Langgenius Dify DependencyManagement
- Principle:Allenai Open instruct Training Arguments Configuration
- Principle:Webdriverio Webdriverio W3CProtocolCompliance
- Principle:Lm sys FastChat Language Based Filtering
Implementations
- Implementation:Puppeteer Puppeteer Sort Test Expectations
- Implementation:OWASP Www project top 10 for large language model applications ExploitTracker Analyze
- Implementation:Allenai Open instruct Get Reward
- Implementation:Hiyouga LLaMA Factory KTO Workflow
- Implementation:Apache Druid Api Singleton
- Implementation:Scikit learn contrib Imbalanced learn SVMSMOTE
- Implementation:Anthropics Anthropic sdk python WebSearchTool 20250305
- Implementation:Hpcaitech ColossalAI Checkpoint IO
- Implementation:Microsoft Playwright TraceV5
- Implementation:MaterializeInc Materialize MaterializeAdapter Relations
Heuristics
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Apache Druid Druid Cluster Api
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Sgl project Sglang CPU Runtime
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Apache Airflow Database Backend Environment