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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:Bentoml BentoML Model Store Management
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
Principles
- Principle:Protectai Llm guard Refusal Detection
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt Syntax
- Principle:Datahub project Datahub Metadata Emission
- Principle:Huggingface Optimum Transformation Composition
- Principle:Nautechsystems Nautilus trader Order Position Event Handling
- Principle:Online ml River Online Decision Trees
- Principle:Facebookresearch Audiocraft Audio Dataset Preparation
- Principle:Astronomer Astronomer cosmos Profile Configuration
- Principle:FMInference FlexLLMGen Resource Cleanup
- Principle:NVIDIA NeMo Aligner DPO Sequence Packing
Implementations
- Implementation:Openai Openai python Batch Usage Model
- Implementation:Arize ai Phoenix DocumentRelevanceEvaluator
- Implementation:Vllm project Vllm Release Pipeline Config
- Implementation:Langgenius Dify I18n Server
- Implementation:Puppeteer Puppeteer EventEmitter
- Implementation:Pyro ppl Pyro MiniPyro Example
- Implementation:Evidentlyai Evidently Custom Descriptors
- Implementation:Microsoft Onnxruntime OnnxJavaType
- Implementation:Haosulab ManiSkill TurnFaucet
- Implementation:Microsoft DeepSpeedExamples Squad Evaluation
Heuristics
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
Environments
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:HKUDS AI Trader API Credentials
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Ollama Ollama CGo Runtime