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1,118
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:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Apache Kafka Docker Image Release
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Microsoft Playwright API testing
- Workflow:Huggingface Optimum Model Export
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
Principles
- Principle:LaurentMazare Tch rs YOLO Object Detection
- Principle:AUTOMATIC1111 Stable diffusion webui Network loading
- Principle:LaurentMazare Tch rs Seq2Seq Attention Translation
- Principle:NVIDIA DALI CUDA Kernel Implementation
- Principle:Langgenius Dify Indexing Method Selection
- Principle:Danijar Dreamerv3 Distributed Replay Management
- Principle:Kserve Kserve VLLM Health Monitoring
- Principle:Mlflow Mlflow Release Automation
- Principle:Facebookresearch Audiocraft MusicGen Training Execution
- Principle:Triton inference server Server Model Namespacing Testing
Implementations
- Implementation:DevExpress Testcafe Gulpfile
- Implementation:Online ml River Stream Cache
- Implementation:Google deepmind Mujoco MJWarp Forward
- Implementation:Huggingface Datasets Dataset From Dict
- Implementation:Microsoft Playwright BackendAdb
- Implementation:Elevenlabs Elevenlabs python AudioOutputMulti
- Implementation:Duckdb Duckdb Generate Settings
- Implementation:NVIDIA TransformerEngine Cpp GEMM
- Implementation:Teamcapybara Capybara Spec Has Text
- Implementation:Spotify Luigi Mustache Templating
Heuristics
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Mage ai Mage ai HTTP Error Classification
Environments
- Environment:Apache Druid Druid Cluster Api
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:NVIDIA NeMo Curator Video Codec Stack