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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:Onnx Onnx Model Validation
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
Principles
- Principle:Alibaba ROLL SFT Validation
- Principle:Vespa engine Vespa Text Transformation
- Principle:Lance format Lance Data Ingestion
- Principle:Nightwatchjs Nightwatch Command Namespacing
- Principle:Ggml org Llama cpp Parallel Request Handling
- Principle:Deepspeedai DeepSpeed CPU Communication Backends
- Principle:Trailofbits Fickling Unsafe Deserialization Error Handling
- Principle:Helicone Helicone Database Schema
- Principle:Speechbrain Speechbrain SepFormer Model Configuration
- Principle:Alibaba MNN Diffusion Engine Compilation
Implementations
- Implementation:Avhz RustQuant GeometricBrownianMotion new
- Implementation:Shiyu coder Kronos QlibBacktest Usage
- Implementation:Mbzuai oryx Awesome LLM Post training Collection Config Variables
- Implementation:FlowiseAI Flowise VerifyEmail
- Implementation:Vibrantlabsai Ragas PydanticPrompt
- Implementation:NVIDIA DALI Fn Transpose
- Implementation:Apache Airflow Stats Singleton
- Implementation:Protectai Llm guard Input Regex
- Implementation:Open compass VLMEvalKit NaturalBench Utils
- Implementation:Puppeteer Puppeteer Frame Evaluate
Heuristics
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Openai Whisper KV Cache Optimization
Environments
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Mlc ai Mlc llm OpenCL Android Environment