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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:Eventual Inc Daft SQL Query Analytics
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Tensorflow Serving REST API Inference
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:Trailofbits Fickling Pickle Scanner Benchmarking
- Principle:Eventual Inc Daft Query Plan Inspection
- Principle:Apache Paimon Distributed Dataset Creation
- Principle:Sdv dev SDV Sequential Model Fitting
- Principle:Dagster io Dagster Incremental Processing
- Principle:Zai org CogVideo Video Encoding
- Principle:Duckdb Duckdb Package Validation
- Principle:Kubeflow Pipelines Exit Handling
- Principle:AUTOMATIC1111 Stable diffusion webui Image Interrogation
- Principle:Sail sg LongSpec Math Equivalence Evaluation
Implementations
- Implementation:Scikit learn Scikit learn PackagingVersion
- Implementation:Evidentlyai Evidently Column Metric Generator
- Implementation:Teamcapybara Capybara Spec Selector
- Implementation:ARISE Initiative Robosuite TrajUtils
- Implementation:Risingwavelabs Risingwave LoadGenerator Interface
- Implementation:OpenHands OpenHands GitlabManager
- Implementation:Promptfoo Promptfoo Database Migration
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Extensions
- Implementation:Online ml River Optim AMSGrad
- Implementation:Hpcaitech ColossalAI DetachedTrainer
Heuristics
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Spotify Luigi Parameter Propagation Decorators
Environments
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Apache Beam Java Build Environment
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Vllm project Vllm Python Dependencies