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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:Google deepmind Mujoco Interactive simulation
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Roboflow Rf detr ONNX Export
Principles
- Principle:Microsoft DeepSpeedExamples ZeRO3 CPU Offload Training
- Principle:LaurentMazare Tch rs Frozen Feature Computation
- Principle:Danijar Dreamerv3 Environment Construction
- Principle:Huggingface Datasets Dataset Object Construction
- Principle:ArroyoSystems Arroyo Job Monitoring
- Principle:Confident ai Deepeval OpenAI Agents Instrumentation
- Principle:Langgenius Dify Dynamic Import Pattern
- Principle:Intel Ipex llm QLoRA Model Loading
- Principle:Apache Beam Windmill Connection Setup
- Principle:FlowiseAI Flowise Flow Analysis
Implementations
- Implementation:Treeverse LakeFS ListRepositoryRuns
- Implementation:Deepspeedai DeepSpeed DeepSpeedInferenceConfig Init
- Implementation:Ggml org Llama cpp Server CMake Build
- Implementation:CARLA simulator Carla Client Show Recorder Collisions
- Implementation:Tensorflow Serving Batching Session Test
- Implementation:Explodinggradients Ragas DSPyOptimizer Class
- Implementation:Getgauge Taiko RadioButton Select
- Implementation:Apache Druid MeasureMenu
- Implementation:Mlc ai Mlc llm MLC Chat Config
- Implementation:ArroyoSystems Arroyo Parquet Writer
Heuristics
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
Environments
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Intel Ipex llm Portable Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Openai Openai node WebSocket Dependency
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Openai Whisper Numba
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies