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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:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
Principles
- Principle:Duckdb Duckdb Fast Number Parsing
- Principle:Cleanlab Cleanlab Multilabel Label Issue Filtering
- Principle:Mlc ai Web llm Chat Inference
- Principle:Bentoml BentoML Bento Artifact Management
- Principle:Dotnet Machinelearning Experiment Configuration
- Principle:Groq Groq python Batch Results Retrieval
- Principle:CARLA simulator Carla Simulation Configuration
- Principle:Sail sg LongSpec VLLM Inference Client
- Principle:Scikit learn contrib Imbalanced learn Borderline Oversampling
- Principle:Apache Beam Job Submission Twister2
Implementations
- Implementation:NVIDIA TransformerEngine NVFP4Tensor
- Implementation:Online ml River Drift KSWIN
- Implementation:Openclaw Openclaw UpdateCommand
- Implementation:PrefectHQ Prefect AI Cleanup Agent
- Implementation:CarperAI Trlx Logging
- Implementation:FMInference FlexLLMGen DeepSpeed BF16 Optimizer
- Implementation:Hpcaitech ColossalAI Prepare Dataset SFT
- Implementation:Microsoft Playwright Roll Browser
- Implementation:Openai Openai python Module Level Client
- Implementation:Apache Paimon AuthProviderFactory
Heuristics
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
Environments
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:VainF Torch Pruning CUDA GPU Benchmarking