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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:Vespa engine Vespa CI CD build pipeline
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Obss Sahi COCO Evaluation
Principles
- Principle:ChenghaoMou Text dedup Bloom Filter Deduplication
- Principle:Roboflow Rf detr Model Size Selection
- Principle:Kornia Kornia Edge Detection
- Principle:ClickHouse ClickHouse Network Interface Enumeration
- Principle:Bigscience workshop Petals Block Loading And Serving
- Principle:Cypress io Cypress CI Binary Installation
- Principle:Shiyu coder Kronos Prediction Visualization
- Principle:Huggingface Transformers Adapter Weight Saving
- Principle:Langgenius Dify Model Provider Management
- Principle:Danijar Dreamerv3 Distributed Learner Training
Implementations
- Implementation:Turboderp org Exllamav2 ExLlamaV2Lora From Directory
- Implementation:Deepspeedai DeepSpeed Transformer CUDA
- Implementation:Ollama Ollama Readline History
- Implementation:Openai Openai python Response Text Config
- Implementation:Infiniflow Ragflow UseAgentHistoryManager
- Implementation:Onnx Onnx Gen Doc
- Implementation:Rapidsai Cuml Confusion Matrix
- Implementation:Onnx Onnx Compose Expand Out Dim
- Implementation:OpenHands OpenHands LinearManager
- Implementation:Huggingface Trl AutoModelForCausalLM From Pretrained DPO
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
Environments
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Sgl project Sglang CUDA
- Environment:Online ml River Build Toolchain
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Openai Openai python Realtime WebSocket
- Environment:Getgauge Taiko Docker Container