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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:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Apache Airflow Core Release Process
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
Principles
- Principle:Risingwavelabs Risingwave Sink Connector Framework
- Principle:Fastai Fastbook DataBlock Construction
- Principle:OpenRLHF OpenRLHF Preference Dataset Construction
- Principle:OpenGVLab InternVL Component Model Assembly
- Principle:Ggml org Llama cpp KVCache
- Principle:Vespa engine Vespa Tokenization
- Principle:Mlc ai Web llm Web Worker Engine Proxy
- Principle:MaterializeInc Materialize Docker Image Building
- Principle:OpenHands OpenHands Token Refresh
- Principle:Huggingface Optimum FX Graph Transformation
Implementations
- Implementation:Run llama Llama index MultiModalLLM
- Implementation:CrewAIInc CrewAI Flow State Model
- Implementation:Tensorflow Tfjs CPU Conv3D Kernel
- Implementation:Nightwatchjs Nightwatch Page Object Type Definitions
- Implementation:Huggingface Diffusers ControlNetModel Forward
- Implementation:Datajuicer Data juicer TagsSpecifiedFieldSelector
- Implementation:Nightwatchjs Nightwatch Expect Type Definitions
- Implementation:Mistralai Client python Tool And Function
- Implementation:ArroyoSystems Arroyo Connection Api Types
- Implementation:EvolvingLMMs Lab Lmms eval OpenHermes Utils
Heuristics
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
Environments
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Apache Spark Release Build Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Getgauge Taiko Chromium Browser
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Langchain ai Langchain Anthropic API Credentials