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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:Apache Flink File Source Pipeline
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Turboderp org Exllamav2 Interactive Chat
Principles
- Principle:Volcengine Verl GRPO Advantage Estimation
- Principle:Ggml org Llama cpp Input Text Preparation
- Principle:Heibaiying BigData Notes MapReduce Partitioner
- Principle:Neuml Txtai Agent Tool Definition
- Principle:Haosulab ManiSkill Real Robot Deployment
- Principle:Microsoft Onnxruntime Inference Execution
- Principle:Deepspeedai DeepSpeed Inference Configuration
- Principle:Onnx Onnx Shape Inference
- Principle:Scikit learn Scikit learn Pairwise Distance Computation
- Principle:Langchain ai Langchain Streaming Routing
Implementations
- Implementation:Apache Druid NumberMenuItems
- Implementation:Apache Paimon IndexManifestFile
- Implementation:Helicone Helicone RequestsV2 Page
- Implementation:Webdriverio Webdriverio BrowserStack Util
- Implementation:Farama Foundation Gymnasium HumanoidStandupEnv V5
- Implementation:Alibaba ROLL Diffusion DeepSpeed Cluster
- Implementation:Anthropics Anthropic sdk python Completions Resource
- Implementation:Openai Openai python Response Item Type
- Implementation:Microsoft Onnxruntime OrtEnvironment
- Implementation:Wandb Weave Op Deco Lint Rule
Heuristics
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
Environments
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Datahub project Datahub Java Build
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Interpretml Interpret Native Libebm Environment