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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:Sdv dev SDV Data quality evaluation
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Kserve Kserve Canary Rollout Deployment
Principles
- Principle:Apache Shardingsphere YAML Configuration Definition
- Principle:Rapidsai Cuml Synthetic Dataset Generation
- Principle:Spcl Graph of thoughts GoT Graph Topology Design
- Principle:FMInference FlexLLMGen Optimized Inference Engine
- Principle:Apache Druid Visual Query Execution
- Principle:Huggingface Datatrove JSONL Data Writing
- Principle:Vibrantlabsai Ragas LLM Configuration
- Principle:Apache Airflow RC Build Signing
- Principle:Deepspeedai DeepSpeed Inference Engine Init
- Principle:Sktime Pytorch forecasting DeepAR Model Instantiation
Implementations
- Implementation:Online ml River Drift NoDrift
- Implementation:Speechbrain Speechbrain Prepare CommonVoice SSL
- Implementation:Apache Kafka Kafka Server Start Script
- Implementation:Norrrrrrr lyn WAInjectBench text ensemble detect
- Implementation:BerriAI Litellm Lowest Cost Strategy
- Implementation:Online ml River Reco BiasedMF
- Implementation:Run llama Llama index AzureOpenAIFinetuneEngine
- Implementation:Cohere ai Cohere python ToolCallV2 Model
- Implementation:Huggingface Datasets Pdf
- Implementation:Datajuicer Data juicer ImageSubplotFilter
Heuristics
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Openai Openai node Stream Usage Interruption
Environments
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Openai Openai python Azure OpenAI
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Kserve Kserve Leader Worker Set