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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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Browse by Category
| 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:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Fastai Fastbook Collaborative Filtering
Principles
- Principle:Triton inference server Server Model Weight Download
- Principle:Cypress io Cypress System Test Validation
- Principle:Ggml org Llama cpp Tensor Debugging
- Principle:Apache Hudi Schema Change Planning
- Principle:Romsto Speculative Decoding KV Cache Pruning
- Principle:Apache Airflow Trigger Handling
- Principle:Openclaw Openclaw Skill Loading
- Principle:Webdriverio Webdriverio Plugin Architecture
- Principle:Openai Evals Solver Output Postprocessing
- Principle:Deepspeedai DeepSpeed PPO Policy Update
Implementations
- Implementation:Deepspeedai DeepSpeed HPU Accelerator
- Implementation:Vllm project Vllm CPU Activation
- Implementation:Microsoft Playwright Server Clock
- Implementation:Deepspeedai DeepSpeed LayerSpec Init
- Implementation:LaurentMazare Tch rs Tensor Generated
- Implementation:Mlc ai Web llm JSON Parse Output
- Implementation:Neuml Txtai ServiceTask
- Implementation:Google deepmind Dm control Suite Manipulator
- Implementation:Sail sg LongSpec OpenAI Eval Callbacks
- Implementation:ArroyoSystems Arroyo Operator Context
Heuristics
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
Environments
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Apache Kafka Committer Tools Environment
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Openai CLIP Python Dependencies
- Environment:Togethercomputer Together python API Credentials
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Openai Whisper FFmpeg
- Environment:Avdvg InjectGuard CUDA GPU