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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:Apache Kafka Broker Startup
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
Principles
- Principle:NVIDIA DALI Video Reading
- Principle:Anthropics Anthropic sdk python Output Schema Definition
- Principle:Googleapis Python genai Tool Definition
- Principle:OpenHands OpenHands Integration Router Mounting
- Principle:Openai Openai python API Error Handling
- Principle:NVIDIA DALI Video Spatial Crop
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Override
- Principle:Open compass VLMEvalKit API Model Inference
- Principle:OpenGVLab InternVL LoRA Adapter Merging
- Principle:Arize ai Phoenix Experiment Evaluator Definition
Implementations
- Implementation:Lance format Lance LanceNamespaceTrait
- Implementation:Apache Flink ArrayResultIterator
- Implementation:Datajuicer Data juicer JobUtils
- Implementation:Neuml Txtai Textractor Call
- Implementation:Treeverse LakeFS Java SDK Model CommPrefsInput
- Implementation:Spcl Graph of thoughts Parser ABC
- Implementation:Openai Openai python File Create Params
- Implementation:Ollama Ollama Readline History
- Implementation:Vespa engine Vespa Vespajlib ABI Spec
- Implementation:Gretelai Gretel synthetics DGAN Build
Heuristics
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
Environments
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Openai Whisper Numba
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Datahub project Datahub Docker Runtime
- Environment:Getgauge Taiko Chromium Browser
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Protectai Llm guard Python Runtime Dependencies