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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:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Openai Evals Running a single eval
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Openai Openai python Audio Processing
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
Principles
- Principle:Nautechsystems Nautilus trader Rust Workspace Organization
- Principle:Google deepmind Mujoco Inlined Vector Quaternion Math
- Principle:Apache Dolphinscheduler Client Connection Pattern
- Principle:Ggml org Llama cpp Multimodal Projector Loading
- Principle:Intel Ipex llm DPO Model Export
- Principle:Truera Trulens LangGraph Agent Wrapping
- Principle:Mistralai Client python Azure Client Initialization
- Principle:Astronomer Astronomer cosmos TaskGroup Rendering
- Principle:Nautechsystems Nautilus trader Simulated Venue Setup
- Principle:Huggingface Diffusers Training Model Loading
Implementations
- Implementation:Tensorflow Serving ServerCore Create And ReloadConfig
- Implementation:TobikoData Sqlmesh Errors Page
- Implementation:SeleniumHQ Selenium ChromeDriverService CreateDefaultService
- Implementation:Farama Foundation Gymnasium Tuple Space
- Implementation:Pytorch Serve EC2 ASG CloudFormation
- Implementation:Scikit learn Scikit learn ArffParser
- Implementation:HKUDS AI Trader Get Daily Price
- Implementation:Microsoft Agent framework YAML Agent Definition Schema
- Implementation:Isaac sim IsaacGymEnvs RunDescription
- Implementation:Langgenius Dify CLI Commands
Heuristics
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
Environments
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Arize ai Phoenix Python Runtime
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Mistralai Client python Azure Deployment Environment