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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:Pyro ppl Pyro Bayesian Regression
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Eric mitchell Direct preference optimization SFT Training
Principles
- Principle:Intel Ipex llm Document Chunking
- Principle:Deepseek ai Janus Model and Processor Loading
- Principle:Alibaba MNN Diffusion Inference Execution
- Principle:Kubeflow Pipelines Pipeline Compilation
- Principle:Risingwavelabs Risingwave Sink Data Delivery
- Principle:Guardrails ai Guardrails Structured Output Consumption
- Principle:Pytorch Serve System Diagnostics
- Principle:Ray project Ray Actor Termination
- Principle:Langgenius Dify Single Node Testing
- Principle:Marker Inc Korea AutoRAG Export And Corpus Remapping
Implementations
- Implementation:Huggingface Datatrove GopherQualityFilter
- Implementation:Truera Trulens Otel CreateTreeFromCalls
- Implementation:Huggingface Datasets Dataset Filter
- Implementation:Pola rs Polars Expr Cast and Transform
- Implementation:Online ml River Stats Minimum
- Implementation:ClickHouse ClickHouse Nfpm Server Package
- Implementation:Webdriverio Webdriverio BrowserStack Reporter
- Implementation:Anthropics Anthropic sdk python BetaToolRunner
- Implementation:DataTalksClub Data engineering zoomcamp Docker Build Run
- Implementation:CrewAIInc CrewAI Vision Tool
Heuristics
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
Environments
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Protectai Modelscan H5py Optional
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Lance format Lance Python Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Helicone Helicone Node 20 TypeScript Runtime