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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:Kserve Kserve InferenceGraph Pipeline
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Pytorch Serve Large Model Inference
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
Principles
- Principle:Romsto Speculative Decoding Logits Processing
- Principle:Norrrrrrr lyn WAInjectBench Supervised Training Loop
- Principle:Lucidrains X transformers Non Autoregressive Wrapper Setup
- Principle:Fede1024 Rust rdkafka Concurrent Worker Scaling
- Principle:Langchain ai Langchain Package Configuration
- Principle:Ollama Ollama Local Manifest Management
- Principle:Intel Ipex llm NPU Multimodal Inference
- Principle:Online ml River Online Probability Distributions
- Principle:Huggingface Datatrove Token Statistics
- Principle:Webdriverio Webdriverio WebDriver Bidi Protocol
Implementations
- Implementation:Vllm project Vllm Test AMD Pipeline Config
- Implementation:Google deepmind Mujoco mj saveLastXML
- Implementation:Langchain ai Langgraph Storm Example
- Implementation:Google deepmind Dm control Suite Walker
- Implementation:LMCache LMCache Mem Alloc
- Implementation:CARLA simulator Carla Map API Spec
- Implementation:Ollama Ollama Llama Model BailingMoE
- Implementation:Huggingface Transformers Check Repo
- Implementation:Datajuicer Data juicer Service API
- Implementation:Online ml River Datasets HTTP
Heuristics
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Wandb Weave Batch Processing Tuning
Environments
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Langgenius Dify Python Backend Environment