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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:Pola rs Polars Lazy Query Pipeline
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Online ml River Streaming Anomaly Detection
Principles
- Principle:Datahub project Datahub Metadata Sink Verification
- Principle:Scikit learn Scikit learn Feature Transformation
- Principle:Datahub project Datahub Docker Prerequisites Validation
- Principle:Langgenius Dify Variable Wiring
- Principle:Datajuicer Data juicer Partition Size Optimization
- Principle:Cypress io Cypress Monorepo Build Orchestration
- Principle:Cohere ai Cohere python SDK Authentication
- Principle:Cohere ai Cohere python Chat Response Processing
- Principle:Scikit learn Scikit learn Grid Search
- Principle:Togethercomputer Together python Model Download
Implementations
- Implementation:Iterative Dvc Repo Commit
- Implementation:Farama Foundation Gymnasium MountainCarEnv
- Implementation:Cypress io Cypress System Test Runner
- Implementation:OpenRLHF OpenRLHF UnpairedPreferenceDataset init
- Implementation:Astronomer Astronomer cosmos Get Dataset Alias Name
- Implementation:Open compass VLMEvalKit mPLUG Owl2
- Implementation:Kornia Kornia Geometry Conversions
- Implementation:Apache Paimon Ray Init
- Implementation:Alibaba MNN CMake Build Diffusion
- Implementation:Elevenlabs Elevenlabs python Model And Format Selection
Heuristics
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Protectai Modelscan Stricter Zip Detection
Environments
- Environment:Vllm project Vllm GitHub
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Allenai Open instruct Docker Container
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Wandb Weave Python SDK Runtime