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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:Google research Deduplicate text datasets Single file deduplication
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Online ml River Time Series Forecasting
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
Principles
- Principle:Rapidsai Cuml UMAP Development Tooling
- Principle:Scikit learn Scikit learn Metric Evaluation
- Principle:Dotnet Machinelearning Sweepable Pipeline Definition
- Principle:Deepspeedai DeepSpeed CPU SIMD Optimizers
- Principle:Recommenders team Recommenders NRMS Architecture
- Principle:Triton inference server Server QA Trace Analysis
- Principle:Ggml org Llama cpp State Management
- Principle:Webdriverio Webdriverio Selector Optimization
- Principle:Google deepmind Mujoco JIT Compilation
- Principle:Langgenius Dify Dynamic Import Pattern
Implementations
- Implementation:NVIDIA NeMo Curator Nightly Benchmark Config
- Implementation:Pyro ppl Pyro ScaleMessenger
- Implementation:Online ml River Drift State Inspection Pattern
- Implementation:Speechbrain Speechbrain Prepare Voicebank
- Implementation:Neuml Txtai Embeddings Save Load
- Implementation:Lm sys FastChat Vision Image
- Implementation:Sktime Pytorch forecasting Point Metrics
- Implementation:Vllm project Vllm Collect Env
- Implementation:DataExpert io Data engineer handbook Statsig Get experiment
- Implementation:Bentoml BentoML Bentos Export Import
Heuristics
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
Environments
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Apache Kafka Docker Build Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Sgl project Sglang CUDA
- Environment:Mlc ai Mlc llm CUDA GPU Environment