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Total Pages
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:Triton inference server Server Model Performance Tuning
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Googleapis Python genai Context Caching
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Apache Flink Stream File Compaction
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
Principles
- Principle:PrefectHQ Prefect Webhook Driven Flow Resumption
- Principle:Datahub project Datahub V2 Client Setup
- Principle:Hpcaitech ColossalAI Optimizer Scheduler Setup
- Principle:Pola rs Polars Streaming Sink Execution
- Principle:Neuml Txtai Replaced Token Detection
- Principle:Openai Evals Language Modeling Evaluation
- Principle:Google research Deduplicate text datasets Suffix Array Construction
- Principle:Mit han lab Llm awq Pseudo Quantization
- Principle:Puppeteer Puppeteer Cross Browser Configuration
- Principle:FMInference FlexLLMGen Prediction Evaluation Metrics
Implementations
- Implementation:Lance format Lance Text Column Schema
- Implementation:Microsoft Autogen Studio Auth Providers
- Implementation:PeterL1n BackgroundMattingV2 HomographicAlignment
- Implementation:Langfuse Langfuse CommentFilterService
- Implementation:Alibaba MNN Protobuf Repeated Ptr Field H
- Implementation:Shiyu coder Kronos KronosPredictor Init
- Implementation:Fede1024 Rust rdkafka ClientContext Trait
- Implementation:Haosulab ManiSkill PushT
- Implementation:SeleniumHQ Selenium Platform
- Implementation:LaurentMazare Tch rs Llama New
Heuristics
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Obss Sahi Match Threshold Tuning
Environments
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Vespa engine Vespa Docker OCI Container Runtime