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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:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Lance format Lance Full Text Search
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
Principles
- Principle:Bitsandbytes foundation Bitsandbytes CI CD Build Pipeline
- Principle:Triton inference server Server Inference Correctness Testing
- Principle:Langchain ai Langgraph Tool Validation
- Principle:Avhz RustQuant Python Integration
- Principle:Microsoft Semantic kernel Agent Process Integration
- Principle:ArroyoSystems Arroyo UDF Validation
- Principle:Microsoft Agent framework Workflow Agent Wrapping
- Principle:Ggml org Llama cpp Public C API
- Principle:Guardrails ai Guardrails Dev Server Launch
- Principle:Puppeteer Puppeteer Dynamic Content Waiting
Implementations
- Implementation:Neuml Txtai RAG Init
- Implementation:LMCache LMCache Memory Bloom Filter Strategy
- Implementation:Getgauge Taiko Repl Initialize
- Implementation:Deepspeedai DeepSpeed UlyssesSPDataLoaderAdapter Init
- Implementation:BerriAI Litellm Logging Worker
- Implementation:Iterative Dvc Repo Imp Url
- Implementation:Open compass VLMEvalKit Register Dataset
- Implementation:Puppeteer Puppeteer DefaultProvider
- Implementation:InternLM Lmdeploy Core SmemLayout
- Implementation:Huggingface Datasets Sequence
Heuristics
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Eric mitchell Direct preference optimization Disable Sampling During Eval
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Langchain ai Langgraph Durability Mode Selection
Environments
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Predibase Lorax Python Server Dependencies
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Googleapis Python genai Vertex AI Service Account