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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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|---|---|---|
| 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:Haifengl Smile Model Serving Pipeline
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:FlowiseAI Flowise Evaluation Pipeline
Principles
- Principle:MaterializeInc Materialize Blue Green Deployment
- Principle:Speechbrain Speechbrain Speech Translation Training
- Principle:HKUDS AI Trader Frontend Configuration Loading
- Principle:Scikit learn contrib Imbalanced learn Balanced Bagging
- Principle:Apache Airflow Executor Dispatch
- Principle:Scikit learn Scikit learn Probability Calibration
- Principle:Nightwatchjs Nightwatch Component Plugin Installation
- Principle:Googleapis Python genai Live Streaming
- Principle:Huggingface Datasets Parquet Import
- Principle:Apache Dolphinscheduler Failover Process Initiation
Implementations
- Implementation:CARLA simulator Carla VehiclePIDController Run Step
- Implementation:Astronomer Astronomer cosmos MySQLUserPasswordProfileMapping
- Implementation:Cohere ai Cohere python FinetuningClient Monitoring
- Implementation:Neuml Txtai Graph Query
- Implementation:NVIDIA DALI C API V2 Pipeline Outputs
- Implementation:Diagram of thought Diagram of thought Graphviz DAG Visualization
- Implementation:Mage ai Mage ai Intercom Client
- Implementation:Google deepmind Mujoco Engine Vis Init
- Implementation:Spotify Luigi DbTaskHistory
- Implementation:Huggingface Datatrove ParquetReader
Heuristics
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Neuml Txtai Memory Streaming Optimization
Environments
- Environment:Vllm project Vllm Distributed
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Openai Openai node WebSocket Dependency
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment