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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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|---|---|---|
| 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:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Openai Openai python Audio Processing
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
Principles
- Principle:Turboderp org Exllamav2 Dynamic Text Generation
- Principle:Evidentlyai Evidently ML Task Configuration
- Principle:Bitsandbytes foundation Bitsandbytes Global Optimizer Configuration
- Principle:Infiniflow Ragflow Dataflow Pipeline
- Principle:Groq Groq python Audio File Preparation
- Principle:Pyro ppl Pyro Mixed Effect HMM
- Principle:Pyro ppl Pyro Data Provenance
- Principle:Alibaba ROLL Supervised Training Loop
- Principle:Heibaiying BigData Notes Kafka Consumer Configuration
- Principle:Facebookresearch Audiocraft JASCO Generation Configuration
Implementations
- Implementation:Evidentlyai Evidently Evidently UI CLI
- Implementation:Hiyouga LLaMA Factory Base Engine
- Implementation:Huggingface Datasets JsonDatasetReader
- Implementation:Run llama Llama index GraphStore Types
- Implementation:Microsoft Playwright Frames
- Implementation:Huggingface Datasets Dataset Column Names
- Implementation:FlowiseAI Flowise CredentialFormInputHandler
- Implementation:Arize ai Phoenix Projects Resource
- Implementation:CARLA simulator Carla MultiGPU Secondary
- Implementation:Hiyouga LLaMA Factory NPU SwiGLU
Heuristics
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
Environments
- Environment:Microsoft Autogen Studio Server Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Snorkel team Snorkel PyTorch
- Environment:LMCache LMCache Python Runtime
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Langgenius Dify Vector Database Environment
- Environment:Sgl project Sglang CUDA SM100