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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:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Alibaba MNN Model Compression
Principles
- Principle:Vllm project Vllm Speculative Method Selection
- Principle:Openclaw Openclaw Context Assembly
- Principle:Deepset ai Haystack Optional Dependency Handling
- Principle:Risingwavelabs Risingwave CDC Source Database Preparation
- Principle:Groq Groq python Text Embedding Request
- Principle:Norrrrrrr lyn WAInjectBench Detection Rate Computation
- Principle:Datajuicer Data juicer Operator Testing
- Principle:Treeverse LakeFS Merge
- Principle:Microsoft Onnxruntime PyTorch Model Export
- Principle:ClickHouse ClickHouse Build Verification
Implementations
- Implementation:Microsoft LoRA Run NER
- Implementation:NVIDIA NeMo Curator Base URLGenerator
- Implementation:Arize ai Phoenix Client Constructor
- Implementation:Volcengine Verl RewardModelWorker Compute Reward
- Implementation:MaterializeInc Materialize Cut Release Verify
- Implementation:Alibaba MNN RapidJSON Itoa
- Implementation:Testtimescaling Testtimescaling github io HTML Table Row Append
- Implementation:Datahub project Datahub Docker CLI Quickstart
- Implementation:FlowiseAI Flowise AnalyseFlow
- Implementation:Infiniflow Ragflow MCPToolCallSession
Heuristics
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
Environments
- Environment:Apache Kafka Docker Build Environment
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Allenai Open instruct Ray Distributed
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Googleapis Python genai Gemini API Key Authentication