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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:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
Principles
- Principle:Sktime Pytorch forecasting Series Decomposition
- Principle:Cypress io Cypress Test Suite Execution
- Principle:Trailofbits Fickling Benchmark Dataset Construction
- Principle:ClickHouse ClickHouse PCG Random Number Generation
- Principle:LLMBook zh LLMBook zh github io BPE Tokenization
- Principle:Apache Druid Spec Management Troubleshooting
- Principle:Huggingface Datasets XML Dataset Building
- Principle:Ggml org Llama cpp Response Generation
- Principle:Ggml org Llama cpp Memory Management
- Principle:Langfuse Langfuse API Authentication and Rate Limiting
Implementations
- Implementation:Mlflow Mlflow ML Package Versions Data
- Implementation:Fede1024 Rust rdkafka FutureProducer Send Result
- Implementation:Avhz RustQuant Time Utilities
- Implementation:Sktime Pytorch forecasting DataEmbedding Inverted
- Implementation:Microsoft Onnxruntime OnnxRuntime Java
- Implementation:FlagOpen FlagEmbedding EvalDenseRetriever Call
- Implementation:FlagOpen FlagEmbedding LLM Embedder BM25
- Implementation:Huggingface Datatrove KenlmModel
- Implementation:CARLA simulator Carla BlueprintLibrary Find For Sensors
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Builder
Heuristics
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Avhz RustQuant Learning Rate Tuning
Environments
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Apache Druid Web Console Development
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Sail sg LongSpec Training Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Vllm project Vllm CUDA GPU Runtime