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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:TA Lib Ta lib python Basic Indicator Computation
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Explodinggradients Ragas Agent Evaluation
Principles
- Principle:Haifengl Smile Nearest Neighbor Query
- Principle:Webdriverio Webdriverio Firefox Profile Management
- Principle:Triton inference server Server TRT LLM Model Repository Setup
- Principle:Vllm project Vllm Constrained Sampling Configuration
- Principle:VainF Torch Pruning Taylor Importance
- Principle:Duckdb Duckdb Lock Free Concurrency
- Principle:Hpcaitech ColossalAI Preference Dataloader Setup
- Principle:Pola rs Polars Streaming Data Scanning
- Principle:DataTalksClub Data engineering zoomcamp Dbt Testing And Documentation
- Principle:Allenai Open instruct GRPO Checkpointing
Implementations
- Implementation:Ggml org Llama cpp Arg Header
- Implementation:Alibaba MNN FlatBuffers Minireflect Header
- Implementation:Arize ai Phoenix HallucinationEvaluator
- Implementation:LMCache LMCache Base Transfer Channel
- Implementation:Apache Shardingsphere MemoryRepository Persist
- Implementation:PacktPublishing LLM Engineers Handbook Create Sagemaker Execution Role
- Implementation:Scikit learn Scikit learn Deprecation
- Implementation:Lance format Lance Java Dataset
- Implementation:Apache Druid WorkbenchHistoryDialog
- Implementation:Microsoft Autogen Agent State Models
Heuristics
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
Environments
- Environment:Kserve Kserve GPU Accelerator
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Allenai Open instruct vLLM Inference
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA