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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:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Mistralai Client python Chat Completion
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
Principles
- Principle:Volcengine Verl Policy Loss Optimization
- Principle:MarketSquare Robotframework browser Plugin Architecture
- Principle:DistrictDataLabs Yellowbrick Classification Report Visualization
- Principle:Ray project Ray Autoscaling And Monitoring
- Principle:PeterL1n BackgroundMattingV2 Image sequence writing
- Principle:Ollama Ollama Inference Dispatch
- Principle:Microsoft Semantic kernel Event Routing
- Principle:CarperAI Trlx Supervised Fine Tuning
- Principle:Risingwavelabs Risingwave Metrics Dashboard Generation
- Principle:Zai org CogVideo DDIM Video Export
Implementations
- Implementation:Lance format Lance Java DistanceType
- Implementation:Open compass VLMEvalKit MVTamperBench
- Implementation:Kubeflow Pipelines GCP Workload Identity Setup
- Implementation:Pyro ppl Pyro TorchDistributionMixin
- Implementation:Iterative Dvc Checkout
- Implementation:Huggingface Datatrove Trafilatura
- Implementation:Intel Ipex llm AutoModelForCausalLM From Pretrained bf16
- Implementation:Open compass VLMEvalKit OmniDocBench Utils
- Implementation:Lance format Lance Scanner Filter Query
- Implementation:Open compass VLMEvalKit VideoChatOnlineV2Wrapper
Heuristics
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
Environments
- Environment:HKUDS AI Trader MCP Services
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:OpenHands OpenHands SaaS Server Environment