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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:Neuml Txtai Semantic Search Pipeline
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Dagster io Dagster Dbt Integration
Principles
- Principle:Isaac sim IsaacGymEnvs Environment Creation
- Principle:Googleapis Python genai Image Editing
- Principle:Microsoft Playwright Verify Network Interactions
- Principle:Microsoft Playwright Run Tests with Tracing
- Principle:LaurentMazare Tch rs Dataset Iteration
- Principle:Risingwavelabs Risingwave CDC Pipeline Coordination
- Principle:MarketSquare Robotframework browser ES2015 Module Transpilation
- Principle:Deepseek ai Janus Image Loading and Preprocessing
- Principle:Google deepmind Mujoco Scene Rendering
- Principle:Hpcaitech ColossalAI SFT Model Loading
Implementations
- Implementation:LMCache LMCache Distributed Config
- Implementation:Infiniflow Ragflow Versions
- Implementation:Explodinggradients Ragas HuggingFaceEmbeddings Provider
- Implementation:Explodinggradients Ragas Amazon Bedrock Integration
- Implementation:HKUDS AI Trader Get Agent System Prompt
- Implementation:Langgenius Dify FetchIndexingStatus
- Implementation:Apache Dolphinscheduler AbstractClusterSubscribeListener Notify
- Implementation:CARLA simulator Carla Interpolate Camera Example
- Implementation:Kornia Kornia SSIM Metric
- Implementation:Gretelai Gretel synthetics Train RNN
Heuristics
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
Environments
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4