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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:Langchain ai Langgraph Human in the Loop Agent
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
Principles
- Principle:Webdriverio Webdriverio Configuration Constants
- Principle:Obss Sahi Full Image Detection
- Principle:ArroyoSystems Arroyo Connection Testing
- Principle:Kserve Kserve LLMIsvc Installation
- Principle:Apache Hudi Clustering Layout Analysis
- Principle:Langfuse Langfuse Prompt Authoring and Versioning
- Principle:ClickHouse ClickHouse WebSocket Communication
- Principle:Microsoft LoRA NLG Evaluation Metrics
- Principle:Ollama Ollama Local Manifest Management
- Principle:Cypress io Cypress Testing Type Selection
Implementations
- Implementation:BerriAI Litellm Prometheus Services
- Implementation:Tensorflow Serving simple loader h
- Implementation:Guardrails ai Guardrails Guard Load
- Implementation:MaterializeInc Materialize Feature Benchmark Framework
- Implementation:Mlc ai Mlc llm FP8 Quantization
- Implementation:NVIDIA TransformerEngine Normalization Common
- Implementation:Scikit learn Scikit learn EnableIterativeImputer
- Implementation:Kserve Kserve Gateway Inference Extension CRDs
- Implementation:Apache Druid Integration Test Runner
- Implementation:Microsoft Playwright HttpServer
Heuristics
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
Environments
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies