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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:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Haifengl Smile SQL Analytics Pipeline
Principles
- Principle:Zai org CogVideo Diffusion Sampling
- Principle:Huggingface Diffusers Repository Integrity Validation
- Principle:Avhz RustQuant European Vanilla Option Contract
- Principle:Pola rs Polars Horizontal Fold Operations
- Principle:Spotify Luigi Dependency Chaining
- Principle:Confident ai Deepeval Dataset Publishing
- Principle:Turboderp org Exllamav2 LoRA Generator Configuration
- Principle:Diagram of thought Diagram of thought Iterative Propose and Critique
- Principle:Huggingface Datasets Download Management
- Principle:Unslothai Unsloth Vision LoRA Injection
Implementations
- Implementation:Helicone Helicone UseProvider
- Implementation:Mage ai Mage ai Chargebee Common Credit Notes Schema
- Implementation:Huggingface Datatrove LocalPipelineExecutor
- Implementation:Bentoml BentoML DefaultMonitor
- Implementation:LMCache LMCache Runtime Plugin Launcher
- Implementation:Explodinggradients Ragas MetricBasePrompt Class
- Implementation:Recommenders team Recommenders NNI Utils
- Implementation:Scikit learn Scikit learn SelectFromModel
- Implementation:Triton inference server Server L0 Backend Config Test
- Implementation:Duckdb Duckdb SKA Sort
Heuristics
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Princeton nlp SimPO BOS Token Handling
Environments
- Environment:Trailofbits Fickling Python Runtime
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment