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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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|---|---|---|
| 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:Lm sys FastChat Distributed Model Serving
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Apache Airflow Core Release Process
- Workflow:Sdv dev SDV Multi table synthesis
Principles
- Principle:Cohere ai Cohere python Client Initialization
- Principle:Bigscience workshop Petals Autoregressive Generation
- Principle:Apache Paimon Schema Alignment
- Principle:Apache Paimon Scan Planning
- Principle:ARISE Initiative Robosuite Robot Base Model Design
- Principle:Microsoft Playwright Configure AI Agent Provider
- Principle:Scikit learn Scikit learn Semi Supervised Learning
- Principle:LMCache LMCache P2P Configuration
- Principle:TobikoData Sqlmesh Web Server API
- Principle:Google deepmind Mujoco Inverse Dynamics
Implementations
- Implementation:Online ml River Tree Splitter Base
- Implementation:Mlc ai Mlc llm Calibrate Interface
- Implementation:DistrictDataLabs Yellowbrick PrecisionRecallCurve Visualizer
- Implementation:Datajuicer Data juicer Downloader
- Implementation:Microsoft DeepSpeedExamples Load Model SuperOffload
- Implementation:Google deepmind Mujoco mj saveLastXML
- Implementation:Microsoft Agent framework Content Function Approval Request Pattern
- Implementation:Openai Openai python API Model Type
- Implementation:Apache Paimon Lint Python Script
- Implementation:Danijar Dreamerv3 Main Configuration
Heuristics
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Cypress io Cypress Browser Version Workarounds
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Apache Airflow Development Contributor Environment