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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:Apache Shardingsphere Shadow Database Routing
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Groq Groq python Text Embedding
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
Principles
- Principle:Farama Foundation Gymnasium Composite Space Types
- Principle:Huggingface Diffusers Pipeline Level Quantization
- Principle:Unstructured IO Unstructured Time Profiling
- Principle:Heibaiying BigData Notes HBase Data Reading
- Principle:Ggml org Llama cpp Chat Template Application
- Principle:Datajuicer Data juicer Data Export
- Principle:Huggingface Datatrove WARC Archive Reading
- Principle:Neuml Txtai Task Wrapping
- Principle:Fede1024 Rust rdkafka Client Statistics Monitoring
- Principle:Ggml org Ggml File Type Detection
Implementations
- Implementation:FlagOpen FlagEmbedding LLM Embedder ICL Utils
- Implementation:Ollama Ollama ML Backend
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Extract Common Examples
- Implementation:Triton inference server Server Convert Checkpoint
- Implementation:Open compass VLMEvalKit Register Dataset
- Implementation:Duckdb Duckdb Benchmark Class
- Implementation:Explodinggradients Ragas Text2SQL Data Utils
- Implementation:NVIDIA NeMo Curator ClipFrameExtractionStage
- Implementation:Avhz RustQuant RootFinder Trait
- Implementation:Apache Kafka Build Docker Image Runner
Heuristics
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Allenai Open instruct Disable Dropout In RL
Environments
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Heibaiying BigData Notes Spark 2 4 Environment