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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:Groq Groq python Text To Speech
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:OpenBMB UltraFeedback Completion Generation
Principles
- Principle:Heibaiying BigData Notes MapReduce Partitioner
- Principle:Tensorflow Serving Dynamic Configuration Reload
- Principle:Kubeflow Pipelines Pipeline Composition
- Principle:Duckdb Duckdb SQL Grammar Generation
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:Haosulab ManiSkill Environment Registration
- Principle:OpenHands OpenHands Distributed State Management
- Principle:Mbzuai oryx Awesome LLM Post training Paper Categorization
- Principle:Langgenius Dify Billing Integration
- Principle:Microsoft Agent framework Magentic Orchestration Pattern
Implementations
- Implementation:Avhz RustQuant GeometricBrownianBridge
- Implementation:DataTalksClub Data engineering zoomcamp Java JsonKStreamWindow
- Implementation:Protectai Llm guard Config
- Implementation:Scikit learn Scikit learn SelectKBest
- Implementation:ClickHouse ClickHouse Poco Socket Impl
- Implementation:Tensorflow Serving Executor
- Implementation:Bentoml BentoML Per Service Config
- Implementation:Getgauge Taiko TypeScript Definitions
- Implementation:Interpretml Interpret InteractionCore
- Implementation:Interpretml Interpret StitchWidget
Heuristics
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
Environments
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Vllm project Vllm Buildkite
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime