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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:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Guardrails ai Guardrails Structured Data Generation
Principles
- Principle:Vespa engine Vespa CMake Configuration
- Principle:FlowiseAI Flowise Organization Management
- Principle:Lm sys FastChat Train Test Data Splitting
- Principle:DevExpress Testcafe Browser Provider Selection
- Principle:Eric mitchell Direct preference optimization Preference Data Format
- Principle:Tensorflow Serving ML Metadata Integration
- Principle:OpenGVLab InternVL Query Based Vision Language Bridge
- Principle:Huggingface Trl DPO Evaluation and Saving
- Principle:Tensorflow Tfjs BPE Tokenization
- Principle:Pyro ppl Pyro Enumeration Configuration
Implementations
- Implementation:Norrrrrrr lyn WAInjectBench process file
- Implementation:Langfuse Langfuse Postgres Seed Constants
- Implementation:Vllm project Vllm Broadcast Load Epilogue Array C3X
- Implementation:TobikoData Sqlmesh Common Types
- Implementation:Turboderp org Exllamav2 ExLlamaV2TokenEnforcerFilter
- Implementation:Apache Druid ContainsFilterControl
- Implementation:ARISE Initiative Robomimic TrainUtils run epoch
- Implementation:Triton inference server Server Perf Analyzer CLI
- Implementation:Google deepmind Dm control Jumping Ball
- Implementation:DevExpress Testcafe CLI Run Orchestration
Heuristics
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
Environments
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Vllm project Vllm AWS ECR
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Cypress io Cypress Linux Display Server