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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:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Google research Deduplicate text datasets Single file deduplication
Principles
- Principle:Tensorflow Serving Target Interface
- Principle:Getgauge Taiko Request Blocking
- Principle:Cypress io Cypress Monorepo Dependency Management
- Principle:Ggml org Llama cpp Build Quantize Tool
- Principle:Microsoft Agent framework Workflow Agent Wrapping
- Principle:Sgl project Sglang Program State Result Extraction
- Principle:Webdriverio Webdriverio BrowserStack API Endpoints
- Principle:Deepspeedai DeepSpeed AutoTP Engine Init
- Principle:Huggingface Diffusers LoRA Adapter Injection
- Principle:Confident ai Deepeval Retriever Span Enrichment
Implementations
- Implementation:Openai Openai agents python Lifecycle Hooks Pattern
- Implementation:Microsoft BIPIA Inference Pipeline
- Implementation:Haosulab ManiSkill ROBELValveBuilder
- Implementation:Microsoft Autogen Studio Eval Judges
- Implementation:Openai Openai node Legacy Completions Resource
- Implementation:Haosulab ManiSkill TwoRobotPickCube
- Implementation:CarperAI Trlx Trlx Train Offline
- Implementation:Google deepmind Mujoco MJWarp Island
- Implementation:Microsoft DeepSpeedExamples BingBert Tokenization
- Implementation:OpenBMB UltraFeedback Inference Environment Setup
Heuristics
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
Environments
- Environment:HKUDS AI Trader API Credentials
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Openai Openai python Realtime WebSocket
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Unstructured IO Unstructured Ingest CLI