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1,118
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:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Langchain ai Langgraph Functional API Workflow
Principles
- Principle:Apache Kafka Topic CLI Bootstrap
- Principle:Langgenius Dify Model Configuration
- Principle:Langchain ai Langgraph Checkpointer Configuration
- Principle:Allenai Open instruct RLVR Data Loading
- Principle:Helicone Helicone Model Author Metadata
- Principle:Mistralai Client python Client Initialization
- Principle:Openclaw Openclaw Daemon Installation
- Principle:Pytorch Serve Streaming Inference
- Principle:Online ml River Online Pattern Adaptation
- Principle:Onnx Onnx Shape Inference
Implementations
- Implementation:Kornia Kornia Otsu Threshold
- Implementation:Protectai Llm guard Relevance
- Implementation:Open compass VLMEvalKit Physics Eval Utils
- Implementation:OpenHands OpenHands LinearView
- Implementation:Tensorflow Tfjs Backend Operations Test
- Implementation:Anthropics Anthropic sdk python MessageStream Get Final
- Implementation:OpenHands OpenHands Spinner
- Implementation:ARISE Initiative Robomimic Config factory
- Implementation:Scikit learn Scikit learn Score Distribution Pattern
- Implementation:Arize ai Phoenix Evals Utils
Heuristics
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Wandb Weave Sentinel Value Handling
Environments
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Openai CLIP Python Dependencies