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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:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Neuml Txtai Model Training
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:CARLA simulator Carla Traffic Generation
Principles
- Principle:Huggingface Alignment handbook Reasoning Mid Training
- Principle:Tensorflow Tfjs Weight Regularization
- Principle:OpenRLHF OpenRLHF Rule Based Reward Functions
- Principle:Gretelai Gretel synthetics Batch Model Training
- Principle:Langchain ai Langchain Input Preparation
- Principle:Ggml org Llama cpp ModelLoading
- Principle:Huggingface Diffusers Lazy Import Management
- Principle:Sgl project Sglang Quantized Model Export Validation
- Principle:Hiyouga LLaMA Factory Reward Modeling
- Principle:Volcengine Verl SAPO Algorithm
Implementations
- Implementation:Infiniflow Ragflow Agent Utils
- Implementation:Guardrails ai Guardrails RC
- Implementation:InternLM Lmdeploy Gemm IteratorSm70
- Implementation:Triton inference server Server Build Py
- Implementation:ArroyoSystems Arroyo Connections Page
- Implementation:SeleniumHQ Selenium Closure UI ControlRenderer
- Implementation:Google deepmind Mujoco Engine Collision Box
- Implementation:Marker Inc Korea AutoRAG Generate QA LlamaIndex
- Implementation:CrewAIInc CrewAI LanceDB Adapter
- Implementation:Iterative Dvc Fs Dvc Path
Heuristics
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
Environments
- Environment:Arize ai Phoenix Python Runtime
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:HKUDS AI Trader API Credentials
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Dagster io Dagster Python 3 10 Runtime