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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:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Iterative Dvc Data Tracking
Principles
- Principle:Mlc ai Mlc llm Model Weight Acquisition
- Principle:Spotify Luigi Task Persistence History
- Principle:Microsoft Agent framework Agent Construction
- Principle:Cleanlab Cleanlab Label Quality Scoring
- Principle:Apache Hudi Clustering Strategy Configuration
- Principle:Haotian liu LLaVA Multimodal Data Preparation
- Principle:Pyro ppl Pyro Neural Transport
- Principle:Duckdb Duckdb Settings And Storage Info Generation
- Principle:Mlflow Mlflow Model Version Management
- Principle:Diagram of thought Diagram of thought Final Synthesis
Implementations
- Implementation:Speechbrain Speechbrain Prepare Voicebank MTL
- Implementation:Mlflow Mlflow Openai Autolog
- Implementation:EvolvingLMMs Lab Lmms eval LongVT Utils
- Implementation:Puppeteer Puppeteer Cdp DeviceRequestPrompt
- Implementation:LMCache LMCache PySocket Channel
- Implementation:Kubeflow Pipelines PipelineVersion CRD
- Implementation:Avhz RustQuant ISO 10383
- Implementation:Microsoft LoRA Run NER
- Implementation:Risingwavelabs Risingwave Docker Compose Lakekeeper
- Implementation:DataExpert io Data engineer handbook Create processed events sink postgres
Heuristics
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Apache Airflow Task Idempotency Pattern
Environments
- Environment:DevExpress Testcafe Chrome Browser
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability