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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:ContextualAI HALOs Reward Model Training
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Apache Flink File Source Pipeline
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Onnx Onnx Version Conversion
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
Principles
- Principle:Diagram of thought Diagram of thought Final Synthesis
- Principle:Pyro ppl Pyro Algebraic Semirings
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:Spotify Luigi Worker Scheduler Communication
- Principle:Apache Shardingsphere Exclusive Operation Management
- Principle:OpenHands OpenHands Nested Conversation Creation
- Principle:Tensorflow Serving Resource Tracking
- Principle:Avhz RustQuant Foreign Exchange
- Principle:OpenHands OpenHands Runtime Provisioning
- Principle:Triton inference server Server HTTP Server Architecture
Implementations
- Implementation:Alibaba ROLL Qwen3OmniMoe Registration
- Implementation:Datajuicer Data juicer ChineseConvertMapper
- Implementation:Anthropics Anthropic sdk python ParsedBetaMessage
- Implementation:HKUDS AI Trader Handle Trading Result
- Implementation:NVIDIA TransformerEngine MXFP8Tensor
- Implementation:Mlc ai Mlc llm GPT BigCode Model
- Implementation:Openai Openai node VectorStore FileBatches
- Implementation:Mage ai Mage ai Google Ads Campaigns Schema
- Implementation:Langgenius Dify Env File Setup
- Implementation:Huggingface Peft BOFTModel
Heuristics
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
Environments
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Pytorch Serve CUDA GPU Environment